{"meta":{"query_hash":"2071ba1ccc44","filters":{"venue":"Public Journal of Semiotics"},"cohort_total":83,"direct_labels_cover":0,"predictions_cover":83,"exported":83,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/2071ba1ccc44","api":"https://metacan.xera.ac/api/v1/cohort?venue=Public+Journal+of+Semiotics"},"results":[{"id":"W1481498172","doi":"10.37693/pjos.2007.1.8814","title":"A Visual Lexicon","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Lexicon; Computer science; Natural language processing; Visual language; Comics; Artificial intelligence; Representation (politics); Linguistics","score_opus":0.03146019052041074,"score_gpt":0.3373748725425789,"score_spread":0.3059146820221682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1481498172","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0116896825,0.0028601445,0.14607339,0.005858005,0.0013206615,0.0004381132,0.013632044,0.0070032827,0.81112474],"genre_scores_gemma":[0.452006,0.006230958,0.21074598,0.0036968319,0.0011818552,0.0010354667,0.0327786,0.005097813,0.28722635],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993587,0.00014020487,0.00009665353,0.00015534533,0.00017117607,0.00007791894],"domain_scores_gemma":[0.9986979,0.00029560676,0.00007837559,0.0003040213,0.0004902284,0.00013382723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005019899,0.0005470018,0.00048609692,0.0034435897,0.0020340784,0.008805759,0.0012931068,0.0015683918,0.04943338],"category_scores_gemma":[0.0038805632,0.00059955305,0.0006791011,0.0029782222,0.0022848079,0.00864073,0.0028027815,0.0017723452,0.022362685],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006700684,0.00004122443,0.0006739499,0.00033890348,0.000014815285,0.0003888704,0.0027567244,0.0004455157,0.0043634563,0.7554979,0.10970446,0.12570716],"study_design_scores_gemma":[0.000016105074,0.00001870614,0.00084999576,0.00019036166,0.000010537658,0.0009043076,0.0012466324,0.0014382259,0.0009086768,0.16849083,0.8258939,0.00003179698],"about_ca_topic_score_codex":0.0056568687,"about_ca_topic_score_gemma":0.0047557526,"teacher_disagreement_score":0.04943338,"about_ca_system_score_codex":0.0022140637,"about_ca_system_score_gemma":0.0029699719,"threshold_uncertainty_score":0.16537112},"labels":[],"label_agreement":null},{"id":"W1485592379","doi":"10.37693/pjos.2013.4.8844","title":"On the Inscrutability of Logic in Certain Natural Language Contexts","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Universality (dynamical systems); Philosophy of language; Semiotics; Linguistics; Extensional definition; Natural language; Object language; Metaphysics; Epistemology; Mathematics; Computer science; Philosophy","score_opus":0.02655304872818702,"score_gpt":0.24427159740070106,"score_spread":0.21771854867251406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1485592379","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24640073,0.005769147,0.3613499,0.033075206,0.00036412806,0.00022309035,0.00035782284,0.0007570658,0.35170293],"genre_scores_gemma":[0.9757485,0.00060890353,0.019591507,0.0009024984,0.00019178666,0.00013058238,0.00008398787,0.00008398619,0.002658306],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9913611,0.0049487185,0.0004875923,0.0016643499,0.0007722122,0.00076610857],"domain_scores_gemma":[0.9798323,0.014591932,0.0013014723,0.0028552073,0.00095115555,0.00046793008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009471919,0.00039884774,0.00091093185,0.0024949198,0.00571047,0.0070744585,0.0017589529,0.003064177,0.0037987153],"category_scores_gemma":[0.017754344,0.0007128905,0.001307119,0.0013289883,0.0473398,0.019520868,0.008557182,0.005171714,0.00043186487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009382433,0.000004358745,0.00010258341,0.000023939356,0.0000037465272,0.00006443771,0.0016397997,0.00015023437,0.00009252282,0.99651873,0.00011254706,0.0012777584],"study_design_scores_gemma":[0.000009116506,0.000010697735,0.00013230332,0.000026144586,0.000006484001,0.00007148694,0.00041867813,0.0006780636,0.00016159283,0.994964,0.0035132633,0.000008202926],"about_ca_topic_score_codex":0.0022260076,"about_ca_topic_score_gemma":0.0015758339,"teacher_disagreement_score":0.009471919,"about_ca_system_score_codex":0.003949361,"about_ca_system_score_gemma":0.0016295345,"threshold_uncertainty_score":0.050092936},"labels":[],"label_agreement":null},{"id":"W1486172650","doi":"10.37693/pjos.2012.4.8838","title":"Applying structuralist semiotics to brand image research","year":2012,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Brand management; Brand equity; Advertising; Conceptual framework; Key (lock); Sociology; Epistemology; Computer science; Business; Social science","score_opus":0.08694312634057155,"score_gpt":0.3922879871274697,"score_spread":0.30534486078689815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1486172650","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05894186,0.0091451,0.66463405,0.0112357605,0.0008633673,0.00017580664,0.00013310851,0.00019678842,0.25467423],"genre_scores_gemma":[0.893828,0.0037929362,0.09388373,0.00066624087,0.0003295371,0.000322581,0.000099619785,0.000085498614,0.00699191],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9953492,0.003314971,0.00018785364,0.00032255676,0.0006320636,0.00019336959],"domain_scores_gemma":[0.9932179,0.004983581,0.00046481728,0.00071519584,0.00044671507,0.00017179242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0053480705,0.0006568475,0.00072024646,0.0055211894,0.00250313,0.0079588285,0.0012326405,0.0017106117,0.0039166166],"category_scores_gemma":[0.0072435057,0.0003435418,0.00092135236,0.00268958,0.031935956,0.008282859,0.004385694,0.0022930696,0.00064662314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004806585,0.000005557092,0.00012305778,0.000060128143,0.00000404701,0.000040103932,0.004254272,0.0003083378,0.00014580633,0.9919926,0.00016991564,0.0028913026],"study_design_scores_gemma":[0.00000467456,0.000016860215,0.00011832572,0.00005616273,0.0000028654945,0.000115279334,0.0028479497,0.001118613,0.00024158019,0.9833977,0.012072763,0.0000072275925],"about_ca_topic_score_codex":0.0008550379,"about_ca_topic_score_gemma":0.00087562285,"teacher_disagreement_score":0.0079588285,"about_ca_system_score_codex":0.0034503806,"about_ca_system_score_gemma":0.001870976,"threshold_uncertainty_score":0.028283656},"labels":[],"label_agreement":null},{"id":"W1492455475","doi":"10.37693/pjos.2013.4.8841","title":"Tattoos as Narratives: Skin and Self","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Tattoo and Body Piercing Complications","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Narrative; Semiotics; Agency (philosophy); Statement (logic); Meaning (existential); Aesthetics; Identity (music); Sociology; Epistemology; Ephemeral key; Perception; Self; Expression (computer science); Art; Philosophy; Social science; Literature","score_opus":0.022411341254381923,"score_gpt":0.3009333992918139,"score_spread":0.27852205803743196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1492455475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7416183,0.007145194,0.019209718,0.0082374085,0.0004047194,0.00006663887,0.00009743924,0.00008286013,0.22313769],"genre_scores_gemma":[0.99248147,0.0006450917,0.00085772097,0.0001761232,0.000016311871,0.00001780239,0.000018945197,0.000032557524,0.005753877],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9966388,0.002456243,0.0000812562,0.00019442667,0.0003664078,0.00026287546],"domain_scores_gemma":[0.9968856,0.0021039406,0.00033162686,0.00026060885,0.00018352726,0.00023468657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025597117,0.000514189,0.00027602102,0.0015113509,0.00716972,0.00898573,0.00067244354,0.0013817081,0.002920367],"category_scores_gemma":[0.00571037,0.00033245495,0.000254044,0.0014427601,0.03226597,0.010978263,0.0075274087,0.0018695492,0.00030920294],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001924695,0.0000044713192,0.0005708323,0.000067490546,0.0000037253178,0.00033876445,0.8411873,0.00009303743,0.0005614743,0.15230566,0.00058358506,0.004264501],"study_design_scores_gemma":[0.000005343177,0.000021973605,0.0008981511,0.00027638394,0.0000074523946,0.00075231685,0.8202943,0.00027848952,0.0008207363,0.046869792,0.12975249,0.00002249036],"about_ca_topic_score_codex":0.0031564524,"about_ca_topic_score_gemma":0.0040291604,"teacher_disagreement_score":0.00898573,"about_ca_system_score_codex":0.002757195,"about_ca_system_score_gemma":0.0012861731,"threshold_uncertainty_score":0.020004928},"labels":[],"label_agreement":null},{"id":"W1494983055","doi":"10.37693/pjos.2007.1.8819","title":"The Semiotic Immersion of Video Games, Gaming Technology and Interactive Strategies","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Digital Games and Media","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Immersion (mathematics); Semiotics; Virtuality (gaming); Semiosis; Multimedia; Computer science; Human–computer interaction; Game Developer; Game design; Artificial intelligence; Mathematics; Linguistics","score_opus":0.014017031905834835,"score_gpt":0.29806292725787,"score_spread":0.28404589535203517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1494983055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7769693,0.0019925828,0.03726495,0.0017909992,0.00011981041,0.00008264194,0.00005190985,0.00009551235,0.18163231],"genre_scores_gemma":[0.99787915,0.00017597449,0.00091340224,0.00004272577,0.000012233155,0.00002139407,0.0000060220273,0.00001537774,0.00093374227],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9969093,0.0023015642,0.00006919798,0.0001405599,0.00040955015,0.00016983227],"domain_scores_gemma":[0.9926865,0.0061149755,0.00042888487,0.00024362867,0.0002234471,0.00030255437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013038738,0.00043314998,0.00029059272,0.0009648923,0.00090477,0.0048865997,0.00037546275,0.00058823806,0.003452306],"category_scores_gemma":[0.011864089,0.00019662498,0.00042326152,0.0006075499,0.011034486,0.0034491855,0.003830485,0.0010973137,0.0001788732],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065054046,0.00026576774,0.0068363147,0.00064766937,0.00009933782,0.0007081272,0.17055024,0.0030309486,0.013257011,0.7422371,0.0009780673,0.060738802],"study_design_scores_gemma":[0.00020900393,0.0013562086,0.03315186,0.00049808784,0.0001537059,0.0022985423,0.12043351,0.0117321005,0.0097931735,0.7515286,0.068703115,0.00014221235],"about_ca_topic_score_codex":0.00067855994,"about_ca_topic_score_gemma":0.00031590127,"teacher_disagreement_score":0.0048865997,"about_ca_system_score_codex":0.00092927157,"about_ca_system_score_gemma":0.00055016385,"threshold_uncertainty_score":0.011549115},"labels":[],"label_agreement":null},{"id":"W1496023913","doi":"10.37693/pjos.2007.1.8811","title":"Semiotic Structure of Traditional Japanese Rural Space: Hagikura Village, Suwa Basin","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Financial Crisis of the 21st Century","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Space (punctuation); Geography; Economic base analysis; Agriculture; Structural basin; Orientation (vector space); Economic geography; Linguistics; Regional science; Archaeology; Mathematics; Geology; Geometry","score_opus":0.02603294927800379,"score_gpt":0.21783355201745766,"score_spread":0.19180060273945387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1496023913","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9756763,0.0005647192,0.0025574015,0.00034446598,0.000014688701,0.000019244659,0.00003953533,0.000011550579,0.020772127],"genre_scores_gemma":[0.9989029,0.00007332772,0.00027274113,0.000011336243,0.0000019404977,0.000007633859,0.000011623172,0.000001899415,0.00071659393],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9996383,0.0001572389,0.000019554602,0.000050944745,0.000042953856,0.000091018344],"domain_scores_gemma":[0.99981564,0.00003937208,0.000031315856,0.000018737988,0.000038149665,0.000056845765],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029455835,0.0001997356,0.00024008917,0.0009815674,0.0027403906,0.0021298646,0.00023566237,0.00028824675,0.0014719372],"category_scores_gemma":[0.0005095372,0.00014173913,0.00011142037,0.0013494408,0.007944136,0.0011324417,0.0023847055,0.00024395491,0.00012080149],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037699132,0.00006899028,0.07018088,0.00048081268,0.000034462082,0.0052472884,0.71790576,0.0013625696,0.013714971,0.15101962,0.0015343557,0.03807338],"study_design_scores_gemma":[0.000041438274,0.00017113621,0.16033624,0.00015242495,0.00006211504,0.0021737898,0.757188,0.002212688,0.0012616164,0.031394184,0.044927932,0.00007852946],"about_ca_topic_score_codex":0.013432002,"about_ca_topic_score_gemma":0.026135156,"teacher_disagreement_score":0.013432002,"about_ca_system_score_codex":0.0013502673,"about_ca_system_score_gemma":0.0011488135,"threshold_uncertainty_score":0.02670765},"labels":[],"label_agreement":null},{"id":"W1524164293","doi":"10.37693/pjos.2012.4.8839","title":"The Efficacy Of The Virtual: From Che As Sign To Che As Agent","year":2012,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Visual Culture and Art Theory","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Sign (mathematics); Sociology; Representation (politics); Epistemology; Semiosis; Aesthetics; Politics; Philosophy; Mathematics","score_opus":0.04834739820550249,"score_gpt":0.27460912041350677,"score_spread":0.22626172220800428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1524164293","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08885582,0.0028532224,0.022538202,0.021045538,0.0004833743,0.00004246722,0.000050589362,0.0001244812,0.86400634],"genre_scores_gemma":[0.9868527,0.0005135619,0.0019638056,0.0005173938,0.00006942216,0.000028202378,0.000013270721,0.000064918604,0.00997679],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9967629,0.002280018,0.00006501218,0.0002602579,0.00037072884,0.0002610725],"domain_scores_gemma":[0.9965145,0.0019149083,0.00026127667,0.00063127826,0.00037590056,0.0003022307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031868266,0.00052571535,0.0003468402,0.0012887918,0.006282881,0.01454101,0.0009247847,0.0022396871,0.009489774],"category_scores_gemma":[0.007684192,0.0003483106,0.00025266255,0.00077652565,0.03926102,0.01665077,0.008481445,0.0039469306,0.000992702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033584143,0.000017544895,0.0005223312,0.00007274848,0.0000041642584,0.00019130661,0.04705817,0.00019447831,0.0002720304,0.93991584,0.0021346386,0.009583086],"study_design_scores_gemma":[0.00004018883,0.00012213802,0.0013420348,0.0006205885,0.000028354681,0.0007669137,0.105409905,0.002298274,0.001596957,0.50940067,0.3783172,0.000056824865],"about_ca_topic_score_codex":0.0020489986,"about_ca_topic_score_gemma":0.0017408909,"teacher_disagreement_score":0.01454101,"about_ca_system_score_codex":0.0031557456,"about_ca_system_score_gemma":0.0016492483,"threshold_uncertainty_score":0.031746447},"labels":[],"label_agreement":null},{"id":"W1533801638","doi":"10.37693/pjos.2013.5.9651","title":"Mappings between linguistic sound and motion","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Categorization, perception, and language","field":"Psychology","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"University of Edinburgh","keywords":"Reduplication; Linguistics; Sound symbolism; Sound change; Arbitrariness; Deixis; Vowel; Computer science; Meaning (existential); Phonology; Alternation (linguistics); Psychology; Speech recognition","score_opus":0.031332031508515545,"score_gpt":0.2948464055622282,"score_spread":0.26351437405371264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1533801638","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64716,0.0018002011,0.26948115,0.0010987709,0.00016257344,0.000094716175,0.00016891748,0.00033840246,0.07969537],"genre_scores_gemma":[0.9756318,0.00030862866,0.02237224,0.00006708545,0.00002162382,0.000034717385,0.000051779538,0.000043216496,0.0014687696],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99931836,0.00019107867,0.000062884996,0.00018262597,0.00018390127,0.00006108645],"domain_scores_gemma":[0.9989825,0.00052814616,0.00011423826,0.00019540479,0.00013281248,0.00004695891],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005734513,0.00023804755,0.00022518479,0.00076121045,0.00039665969,0.0015217193,0.00043876815,0.0004927691,0.0038341277],"category_scores_gemma":[0.004542285,0.0002691256,0.00027902308,0.00045424944,0.0021812932,0.002692339,0.0018222219,0.00057312066,0.00025135832],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042035442,0.00008554544,0.018441685,0.0009481545,0.00008003447,0.0011266102,0.020792296,0.002986936,0.20736149,0.45431507,0.00058013917,0.29286167],"study_design_scores_gemma":[0.00005396929,0.0003665424,0.114076175,0.00027139834,0.00008322806,0.002748523,0.011594192,0.013227327,0.04109207,0.77976376,0.036513723,0.00020914814],"about_ca_topic_score_codex":0.0004388851,"about_ca_topic_score_gemma":0.00037458434,"teacher_disagreement_score":0.0038341277,"about_ca_system_score_codex":0.00030566496,"about_ca_system_score_gemma":0.0002686977,"threshold_uncertainty_score":0.012826443},"labels":[],"label_agreement":null},{"id":"W1537372795","doi":"10.37693/pjos.2011.3.8835","title":"Towards a Social Semiotic Approach of the Analysis of Emotion in Sound and Music","year":2011,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Music History and Culture","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Melody; Lyrics; Articulation (sociology); Subjectivity; Linguistics; Repertoire; Social semiotics; Representation (politics); Performing arts; Psychology; Aesthetics; Sociology; Communication; Art; Visual arts; Musical; Literature; Epistemology; Philosophy","score_opus":0.1015213865804856,"score_gpt":0.22171456709331214,"score_spread":0.12019318051282654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1537372795","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08344466,0.007871287,0.4755265,0.02500321,0.0007688123,0.0002331331,0.00014247555,0.00022877046,0.40678126],"genre_scores_gemma":[0.9348062,0.0019024113,0.05340064,0.0007803669,0.00039598733,0.00025003921,0.000073399315,0.00013729795,0.008253735],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9927912,0.005873877,0.00016864462,0.00030780656,0.0006147105,0.00024380314],"domain_scores_gemma":[0.9939188,0.0042938245,0.00039307654,0.00062389695,0.00047847108,0.00029193476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068245432,0.0007228912,0.0006385649,0.0053604124,0.00404347,0.012721564,0.0013836048,0.0022500781,0.0038350618],"category_scores_gemma":[0.0057579037,0.00038668237,0.0008677804,0.0023956296,0.05264009,0.009257021,0.005985369,0.0033299997,0.00058145676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012898888,0.000015106769,0.0002640613,0.000076586635,0.0000073979104,0.00013723916,0.047651194,0.00033577307,0.0004691343,0.9463486,0.00039275902,0.004289211],"study_design_scores_gemma":[0.00001548737,0.000028639643,0.00057978637,0.00016110545,0.000008305436,0.00029636774,0.041463096,0.0015408098,0.0005105683,0.90553594,0.04983911,0.000020826983],"about_ca_topic_score_codex":0.0017257656,"about_ca_topic_score_gemma":0.001552422,"teacher_disagreement_score":0.012721564,"about_ca_system_score_codex":0.0038065747,"about_ca_system_score_gemma":0.0026232407,"threshold_uncertainty_score":0.036092043},"labels":[],"label_agreement":null},{"id":"W1540290200","doi":"10.37693/pjos.2013.5.9649","title":"Editorial introduction: The return of sound symbolism","year":2013,"lang":"en","type":"editorial","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Sound (geography); Art; Acoustics; History; Physics","score_opus":0.013733787521312341,"score_gpt":0.27969607194934376,"score_spread":0.26596228442803144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1540290200","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000031965283,0.0014174794,0.000082211125,0.03886458,0.9585432,0.000010816032,0.000030915406,0.00003614608,0.0009826793],"genre_scores_gemma":[0.0006478299,0.0017472652,0.0000901534,0.021053446,0.96933717,0.000017339753,0.000023605891,0.000044447843,0.00703884],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958413,0.00060483965,0.00040498882,0.0005012212,0.0023311654,0.00031648309],"domain_scores_gemma":[0.980928,0.0061788894,0.00092900504,0.0005018293,0.009090395,0.0023719172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004925653,0.0025058673,0.002605991,0.0036234653,0.003690298,0.0070315273,0.0031761953,0.012523856,0.013192699],"category_scores_gemma":[0.02545143,0.00081272004,0.0018570988,0.0014346944,0.0032059238,0.0039849207,0.0016425459,0.015654769,0.006779107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020359204,0.000008581135,0.000018084744,0.00008808586,0.0000070243946,0.00007081051,0.000015444937,0.00001447613,0.000030228506,0.00035379452,0.9971781,0.0021949646],"study_design_scores_gemma":[0.00006004226,0.0000286396,0.00034734816,0.00047348771,0.000045319073,0.00022861251,0.000115065464,0.00024590435,0.00016165049,0.0027848368,0.9954822,0.000026836226],"about_ca_topic_score_codex":0.0021393206,"about_ca_topic_score_gemma":0.0060194405,"teacher_disagreement_score":0.013192699,"about_ca_system_score_codex":0.0029065127,"about_ca_system_score_gemma":0.004563039,"threshold_uncertainty_score":0.04413402},"labels":[],"label_agreement":null},{"id":"W1542384501","doi":"10.37693/pjos.2013.5.9761","title":"The conceptual metaphors of narrative structure: Gestural evidence for spatialized form in storytelling","year":2014,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Embodied cognition; Narrative; Narrativity; Storytelling; Linguistics; Gesture; Cognitive linguistics; Focus (optics); Narratology; Image schema; Cognition; Cognitive science; Epistemology; Psychology; Sociology; Philosophy","score_opus":0.06145415109762718,"score_gpt":0.3365416173990062,"score_spread":0.275087466301379,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1542384501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90591234,0.0009650722,0.040865406,0.0008216016,0.000021699674,0.000044177672,0.00007229563,0.00007233866,0.05122506],"genre_scores_gemma":[0.995861,0.00013042318,0.0034272897,0.000027316735,0.0000039240686,0.000013568871,0.000019742889,0.000012785879,0.00050395215],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9987582,0.0007661713,0.0000484377,0.00017425943,0.00018233899,0.000070661845],"domain_scores_gemma":[0.9944348,0.0035143546,0.00090016396,0.0006563857,0.00033201286,0.0001623366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016739442,0.00030485677,0.00015737818,0.0009979407,0.0006340895,0.0029704946,0.000513905,0.00065607356,0.0029853838],"category_scores_gemma":[0.012388889,0.00030769262,0.00019189421,0.0005520168,0.007825297,0.005718598,0.0025879252,0.00092182617,0.00028082237],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002556919,0.000073430034,0.022139436,0.00081835577,0.00004861573,0.0012178542,0.63730913,0.0013440098,0.033099007,0.22131994,0.0006709914,0.08170353],"study_design_scores_gemma":[0.00014516251,0.0009410896,0.15944366,0.0009234248,0.00016109798,0.007912586,0.38231614,0.012312621,0.022083553,0.33639994,0.07708227,0.00027840756],"about_ca_topic_score_codex":0.0006697675,"about_ca_topic_score_gemma":0.00090347737,"teacher_disagreement_score":0.0029853838,"about_ca_system_score_codex":0.00040463803,"about_ca_system_score_gemma":0.0002750742,"threshold_uncertainty_score":0.009987116},"labels":[],"label_agreement":null},{"id":"W1560704379","doi":"10.37693/pjos.2014.6.10025","title":"The Online Visual Group Formation of the Far Right: A Cognitive-Historical Case Study of the British National Party","year":2014,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Örebro Universitet; Lunds Universitet","keywords":"Ideology; Semiotics; Cognitive linguistics; Cognition; Linguistics; Flag (linear algebra); Political science; Psychology; Politics; Law; Philosophy","score_opus":0.03247826798899132,"score_gpt":0.28251773272581415,"score_spread":0.2500394647368228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1560704379","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94587564,0.00053352496,0.0010068642,0.0015402122,0.000046349647,0.000032989356,0.000058726146,0.000013902229,0.050891846],"genre_scores_gemma":[0.99234676,0.00024019243,0.0005759134,0.00017317497,0.000020058524,0.000016465048,0.000054122185,0.00003161749,0.006541619],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99603915,0.0025997655,0.000059526137,0.00024633398,0.0005245616,0.0005306858],"domain_scores_gemma":[0.99466765,0.003957018,0.00033289124,0.0002961457,0.00028306618,0.0004633578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003200937,0.00039600438,0.00036055085,0.0030122977,0.014253895,0.00654202,0.0010157223,0.002303368,0.0049979077],"category_scores_gemma":[0.0058102943,0.00029349173,0.00021313898,0.003099199,0.016502121,0.005393856,0.004461879,0.0021731704,0.0005559566],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000820576,0.0000789406,0.0033201545,0.00006800421,0.000004773115,0.002979082,0.96466553,0.000048574006,0.00097263476,0.018436283,0.0013039213,0.008040051],"study_design_scores_gemma":[0.0000091830625,0.000032450767,0.0066695753,0.000096595766,0.000004915578,0.0008474935,0.93752867,0.00017626234,0.00060974417,0.0025163188,0.051491648,0.000017133312],"about_ca_topic_score_codex":0.06320495,"about_ca_topic_score_gemma":0.13401233,"teacher_disagreement_score":0.06320495,"about_ca_system_score_codex":0.006275226,"about_ca_system_score_gemma":0.0018265932,"threshold_uncertainty_score":0.12567413},"labels":[],"label_agreement":null},{"id":"W1570332564","doi":"10.37693/pjos.2013.5.9648","title":"Emotional Prosody in Interjections: A Case of Non-arbitrariness in Language","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Prosody; Psychology; Emotional prosody; Priming (agriculture); Linguistics; Disgust; Arbitrariness; Happiness; Cognitive psychology; Anger; Social psychology","score_opus":0.018868530836462116,"score_gpt":0.3046710249693617,"score_spread":0.2858024941328996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1570332564","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8547972,0.0015857044,0.06307643,0.002144883,0.00016399907,0.00012755742,0.000050263723,0.00015060412,0.0779034],"genre_scores_gemma":[0.99225616,0.00014504683,0.0057987534,0.00023735432,0.00006766856,0.00007085749,0.000015034955,0.00005266365,0.0013565144],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9962022,0.0019104709,0.0002377378,0.0007177201,0.00065734977,0.00027455596],"domain_scores_gemma":[0.98632914,0.010010974,0.0010352646,0.0019400597,0.00041955194,0.00026499626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029961132,0.0003929772,0.00046453482,0.0008055665,0.00096654426,0.0024374884,0.0006530807,0.0016821129,0.0029228926],"category_scores_gemma":[0.012882701,0.0005188232,0.00053810125,0.00052218774,0.008264044,0.0040701535,0.0027664723,0.00201117,0.00037179017],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017750191,0.00046613134,0.02073777,0.0007928828,0.000114453724,0.018967966,0.088487744,0.0007130231,0.22206186,0.5523206,0.0008167494,0.092745736],"study_design_scores_gemma":[0.0005528096,0.0019662934,0.10931274,0.00032063323,0.0003055072,0.06855084,0.017635837,0.012025243,0.10423431,0.6369027,0.047807857,0.00038529778],"about_ca_topic_score_codex":0.00019154651,"about_ca_topic_score_gemma":0.000109607,"teacher_disagreement_score":0.0029961132,"about_ca_system_score_codex":0.00032173333,"about_ca_system_score_gemma":0.0003139913,"threshold_uncertainty_score":0.01584518},"labels":[],"label_agreement":null},{"id":"W1572888306","doi":"10.37693/pjos.2011.3.8836","title":"FAST FORWARD? Reflections on fashion and modernity","year":2011,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Modernity; Conformity; Aesthetics; Ambivalence; Sociology; Context (archaeology); Modernism (music); Identity (music); Expression (computer science); Politics; Relation (database); Epistemology; Social psychology; Political science; Psychology; Art; History; Computer science; Law; Philosophy","score_opus":0.16929479283175572,"score_gpt":0.2813238879616333,"score_spread":0.1120290951298776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1572888306","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05144991,0.02082946,0.003950979,0.07531724,0.0015850823,0.000014317319,0.000024587933,0.000033845572,0.8467946],"genre_scores_gemma":[0.9323706,0.009714357,0.001113298,0.0062289587,0.0013897931,0.000025616528,0.000017288816,0.000057951405,0.04908222],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976265,0.0014314869,0.00005124372,0.00018951128,0.00029326175,0.00040798832],"domain_scores_gemma":[0.99858874,0.00096218,0.000101399586,0.00012990706,0.000099098754,0.00011869654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025754648,0.00047307464,0.00031096133,0.0017975534,0.0064539425,0.009278628,0.0006835551,0.0029188555,0.007634399],"category_scores_gemma":[0.00231386,0.00022076901,0.0004097319,0.001562597,0.036290012,0.009821148,0.004215854,0.005100351,0.00069308805],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014623006,0.000010776849,0.00013222969,0.000037033748,0.0000015195886,0.00012396173,0.025911374,0.00005510003,0.00008395063,0.9676789,0.00208993,0.0038606136],"study_design_scores_gemma":[0.000011766767,0.000036577614,0.0005853451,0.00029208988,0.000005120093,0.0004269439,0.055953905,0.00014819148,0.00031106512,0.45494282,0.4872676,0.000018591782],"about_ca_topic_score_codex":0.0023527448,"about_ca_topic_score_gemma":0.0038213439,"teacher_disagreement_score":0.009278628,"about_ca_system_score_codex":0.005963318,"about_ca_system_score_gemma":0.0014452573,"threshold_uncertainty_score":0.04326707},"labels":[],"label_agreement":null},{"id":"W1589440926","doi":"10.37693/pjos.2014.6.11945","title":"The CARS Model and Binary Opposition Structure","year":2014,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Binary opposition; Opposition (politics); Postmodernism; Computer science; Semiotics; Epistemology; Sociology; Binary number; Mathematics; Arithmetic; Political science; Law; Philosophy","score_opus":0.026505255278899367,"score_gpt":0.2396808218282107,"score_spread":0.21317556654931136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1589440926","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05621206,0.00047916616,0.12393612,0.004757904,0.00020067296,0.00011884866,0.0002858525,0.00018592857,0.8138236],"genre_scores_gemma":[0.9294622,0.00024106479,0.03049144,0.00039000556,0.00008849581,0.00014145786,0.00030931702,0.00012052498,0.038755447],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9972205,0.0011340519,0.00009518828,0.00046222453,0.0008061474,0.00028183433],"domain_scores_gemma":[0.9982451,0.0006475278,0.00020783693,0.00042708943,0.00031272735,0.00015966824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017083439,0.00042970382,0.0003612953,0.002261297,0.002613059,0.004346406,0.001042381,0.0014864306,0.018811963],"category_scores_gemma":[0.004531199,0.0002514137,0.0009457555,0.0014722968,0.010314383,0.0070479866,0.0037649507,0.001810523,0.002487307],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039876454,0.000002558939,0.00006518624,0.000006739547,7.6061804e-7,0.0000124233575,0.00032646378,0.00013192568,0.000030612842,0.9978315,0.000244872,0.001343006],"study_design_scores_gemma":[0.000013893297,0.000012660467,0.0002581643,0.000022161741,0.0000046431833,0.000118569485,0.001085881,0.003852882,0.00013695465,0.9683897,0.02609771,0.0000067273163],"about_ca_topic_score_codex":0.0033485866,"about_ca_topic_score_gemma":0.003358948,"teacher_disagreement_score":0.018811963,"about_ca_system_score_codex":0.003014151,"about_ca_system_score_gemma":0.0012902896,"threshold_uncertainty_score":0.06293231},"labels":[],"label_agreement":null},{"id":"W1594077383","doi":"10.37693/pjos.2007.1.8812","title":"Multimodal Metaphor in Ten Dutch TV Commercials","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":168,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Metaphor; Focus (optics); Multimodality; Interpretation (philosophy); Conceptual metaphor; Linguistics; Gesture; Psychology; Phenomenon; Analogy; Cognitive science; Cognitive dissonance; Epistemology; Social psychology; Philosophy","score_opus":0.03785416789466523,"score_gpt":0.33151875276513537,"score_spread":0.29366458487047015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1594077383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92552054,0.0016705162,0.001613402,0.00082157727,0.00007699507,0.00009358087,0.00014914971,0.000027367358,0.07002691],"genre_scores_gemma":[0.99108446,0.0007480202,0.0007005975,0.000050489263,0.000009222442,0.000033366145,0.000073009425,0.000021872205,0.0072790086],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99747485,0.0015623304,0.00011876909,0.00017641779,0.0003409574,0.00032664818],"domain_scores_gemma":[0.9985121,0.0010585777,0.00013845022,0.000050873183,0.00011206675,0.00012803527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011848514,0.0005505741,0.00041918192,0.0016456195,0.0073217005,0.0059762183,0.0011007447,0.002638953,0.0076078386],"category_scores_gemma":[0.004655057,0.0004922262,0.00048736,0.0034501199,0.0061577437,0.0036303543,0.0023928632,0.0020151369,0.0006616867],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024676207,0.00025619802,0.0056529716,0.0006629768,0.000021634043,0.029361948,0.8749924,0.0006645439,0.0043628933,0.05848127,0.0043245275,0.02097199],"study_design_scores_gemma":[0.000031339405,0.0001110158,0.0112375645,0.00039814776,0.000025719173,0.010650496,0.8486241,0.0025850746,0.0024282988,0.004203354,0.119630635,0.000074107076],"about_ca_topic_score_codex":0.03790711,"about_ca_topic_score_gemma":0.052319415,"teacher_disagreement_score":0.03790711,"about_ca_system_score_codex":0.0069283745,"about_ca_system_score_gemma":0.0009891043,"threshold_uncertainty_score":0.075372934},"labels":[],"label_agreement":null},{"id":"W1625574572","doi":"10.37693/pjos.2008.2.8825","title":"Signs for Language Origins?","year":2008,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Gesture; Linguistics; Spoken language; Sign system; Sign language; Computer science; Phenomenon; Sign (mathematics); Comprehension approach; Modalities; Sociology of language; Natural language; Sociology; Philosophy; Epistemology; Mathematics","score_opus":0.10142260119745018,"score_gpt":0.36575823776197486,"score_spread":0.2643356365645247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1625574572","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02029456,0.07701989,0.019892339,0.27727264,0.011871784,0.00003528783,0.00016481754,0.00023326336,0.59321535],"genre_scores_gemma":[0.7701294,0.04495762,0.008554491,0.021892603,0.006440199,0.00014198561,0.00020725979,0.00038818282,0.14728822],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99807465,0.00092823745,0.00008064575,0.00033219278,0.00035771576,0.00022649649],"domain_scores_gemma":[0.9973953,0.0012202254,0.0002148118,0.0003987564,0.00051160867,0.0002592138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002611286,0.0005125204,0.0005736382,0.0013798296,0.0026447615,0.00850541,0.0010229961,0.0038042683,0.017059864],"category_scores_gemma":[0.0074480767,0.00024912253,0.0003371292,0.00092303863,0.01599095,0.021229574,0.004810419,0.0064102532,0.0038204398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014430006,0.0000060529733,0.00018011077,0.000047228823,0.0000022100594,0.00008039021,0.002622419,0.000020805044,0.00009634386,0.9769528,0.0050105196,0.014966682],"study_design_scores_gemma":[0.000009349939,0.000027288213,0.00048628225,0.00034684624,0.0000062866943,0.00029512224,0.0045212475,0.000099825564,0.0002723162,0.5668434,0.42707396,0.000018083634],"about_ca_topic_score_codex":0.0014509257,"about_ca_topic_score_gemma":0.0013073033,"teacher_disagreement_score":0.017059864,"about_ca_system_score_codex":0.0025006367,"about_ca_system_score_gemma":0.0017108471,"threshold_uncertainty_score":0.05707091},"labels":[],"label_agreement":null},{"id":"W1648198339","doi":"10.37693/pjos.2007.1.8820","title":"The Cognemes of the Spanish Language: Towards a Cognitive Modelization of the Submorphemic Units in the Grammatical Words of the Spanish Language","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Morpheme; Linguistics; Grammatical category; Set (abstract data type); Computer science; Part of speech; Natural language processing; Cognition; Artificial intelligence; Psychology; Philosophy; Noun","score_opus":0.0250247172090588,"score_gpt":0.2974196665677174,"score_spread":0.2723949493586586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1648198339","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6633806,0.0019587136,0.17545608,0.0030932932,0.00009258915,0.00008631854,0.00012770736,0.00020624265,0.15559846],"genre_scores_gemma":[0.9812113,0.0003409346,0.016254125,0.00011511444,0.000016961983,0.000034101442,0.000058834754,0.000028602784,0.0019401014],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997899,0.00011115191,0.0000076143847,0.000043454467,0.000028126073,0.000019792673],"domain_scores_gemma":[0.9997509,0.000089018686,0.00004372247,0.000044145978,0.00004581769,0.000026405503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006345922,0.00044546035,0.0002576824,0.0009309049,0.0006161729,0.003097508,0.00054342335,0.0006420543,0.0013774085],"category_scores_gemma":[0.00089469575,0.00014722765,0.00042782509,0.00039955252,0.0046035945,0.003136857,0.0010515933,0.0008902216,0.00023474784],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057075424,0.000041753763,0.005503837,0.00013044973,0.000022486862,0.0002779095,0.03950433,0.0017148618,0.0073253843,0.9169975,0.000769105,0.027655307],"study_design_scores_gemma":[0.000035267123,0.00011770236,0.0116499625,0.00012812662,0.000036464433,0.00070446794,0.03230576,0.015354804,0.0019301457,0.8936427,0.044042382,0.00005220864],"about_ca_topic_score_codex":0.003656124,"about_ca_topic_score_gemma":0.0033342168,"teacher_disagreement_score":0.003656124,"about_ca_system_score_codex":0.0010136073,"about_ca_system_score_gemma":0.00071125577,"threshold_uncertainty_score":0.0073542595},"labels":[],"label_agreement":null},{"id":"W1676651867","doi":"10.37693/pjos.2012.4.8840","title":"If We Are Too Small to See or You Have Forgotten: A postcolonial response to modern representations of the San in Alexander McCall Smith’s No. 1 Ladies’ Detective Agency series","year":2012,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"African history and culture studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Politics; Dismissal; Rhetoric; Literature; Fantasy; Art; Subtext; Independence (probability theory); History; Art history; Sociology; Philosophy; Law; Political science; Theology; Social science","score_opus":0.044345660512178225,"score_gpt":0.3061691383892112,"score_spread":0.261823477877033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1676651867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5284305,0.006044536,0.0025175516,0.17971072,0.0021012155,0.000030789783,0.00004133072,0.00007688632,0.28104645],"genre_scores_gemma":[0.9761871,0.00070021726,0.00018996838,0.0041018594,0.00014447981,0.000014262256,0.000007635492,0.00004154175,0.018612873],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.997707,0.0012954646,0.00003180471,0.00013033838,0.0003091773,0.0005261897],"domain_scores_gemma":[0.9977881,0.0013732497,0.00022320579,0.00012626097,0.0002474915,0.00024167306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031752144,0.0005919512,0.00031368074,0.0011062846,0.02069978,0.0075719105,0.0010635452,0.004023401,0.0027937682],"category_scores_gemma":[0.0044661066,0.00034676862,0.00017022474,0.0010361124,0.035643574,0.00428109,0.00475215,0.007817338,0.00034973904],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023356828,0.000009475374,0.000338072,0.000027278942,0.000002041629,0.00071131595,0.8150579,0.000033483222,0.0005139828,0.17139077,0.008883804,0.003008633],"study_design_scores_gemma":[0.000010580607,0.000027809167,0.0013789096,0.00018974644,0.0000052202513,0.00062238215,0.52780086,0.00012581755,0.0009366071,0.020875633,0.44800517,0.000021312515],"about_ca_topic_score_codex":0.031240132,"about_ca_topic_score_gemma":0.06348008,"teacher_disagreement_score":0.031240132,"about_ca_system_score_codex":0.016534982,"about_ca_system_score_gemma":0.0040622763,"threshold_uncertainty_score":0.11997026},"labels":[],"label_agreement":null},{"id":"W1772161618","doi":"10.37693/pjos.2008.2.8826","title":"Conceptual blending and sign formation","year":2008,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Sign (mathematics); Conceptual blending; Linguistics; Logos Bible Software; Mechanism (biology); Process (computing); Statement (logic); Cognitive science; Conceptual framework; Cognition; Sign system; Computer science; Epistemology; Psychology; Philosophy; Mathematics","score_opus":0.053172111320557346,"score_gpt":0.2889984362566559,"score_spread":0.23582632493609854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1772161618","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20503765,0.0022873702,0.6086302,0.0025879373,0.00047449613,0.00028207482,0.00008154271,0.00046437784,0.18015438],"genre_scores_gemma":[0.9121327,0.0005874286,0.07670143,0.00014799401,0.00004767772,0.00010626874,0.000084035506,0.00012984927,0.010062623],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9969253,0.0011984895,0.00020578413,0.00052755367,0.00078159047,0.0003612161],"domain_scores_gemma":[0.9957949,0.0018456468,0.0005110763,0.0010049873,0.0005456942,0.0002976809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035247128,0.0006619737,0.000577081,0.0017341056,0.0025143584,0.0073821954,0.0012365616,0.0020653445,0.009380942],"category_scores_gemma":[0.011975945,0.0005341486,0.0012113658,0.0014069263,0.013793283,0.017747583,0.008622409,0.0030956445,0.0011824724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041056865,0.000025917214,0.0008809971,0.00012946293,0.000013679677,0.00031326758,0.009602837,0.00069433573,0.004050894,0.9591307,0.00024108193,0.024875717],"study_design_scores_gemma":[0.000033477245,0.00018880104,0.0017234681,0.00016582248,0.0000453448,0.0014263872,0.008164287,0.006464053,0.010953557,0.9283677,0.04238088,0.000086144064],"about_ca_topic_score_codex":0.0005296395,"about_ca_topic_score_gemma":0.00034003446,"teacher_disagreement_score":0.009380942,"about_ca_system_score_codex":0.0012448373,"about_ca_system_score_gemma":0.0011778151,"threshold_uncertainty_score":0.031382382},"labels":[],"label_agreement":null},{"id":"W1855616554","doi":"10.37693/pjos.2008.2.8828","title":"The spatial dimension of history: propagation of historical knowledge via open-air museums, leisure parks and motion pictures","year":2008,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Motion (physics); Dimension (graph theory); Open air; Promotion (chess); Function (biology); Social function; Visual arts; Social history (medicine); Identity (music); History; Archaeology; Aesthetics; Sociology; Art; Social science; Architectural engineering; Computer science; Engineering; Political science; Artificial intelligence","score_opus":0.05229595605848503,"score_gpt":0.22902158385043195,"score_spread":0.17672562779194692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1855616554","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38577744,0.008137941,0.037798934,0.008256078,0.00024317042,0.00010864742,0.00033558958,0.00026720244,0.559075],"genre_scores_gemma":[0.98210496,0.0018516331,0.00607337,0.00009846669,0.0000851626,0.000037930593,0.000037936665,0.000044988825,0.009665657],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985447,0.0009888128,0.000044826727,0.00011755769,0.00020174406,0.00010231722],"domain_scores_gemma":[0.9960919,0.0023539038,0.0005200689,0.00058851665,0.00026097219,0.00018450998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017237993,0.00030290004,0.00014842465,0.0034697608,0.0031360267,0.0065755188,0.0005473616,0.00075281924,0.008148738],"category_scores_gemma":[0.006301151,0.0005017933,0.00022863547,0.0029085476,0.011757431,0.010669239,0.0054407455,0.00071532757,0.00046249313],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014190904,0.000037865353,0.012666893,0.0003890567,0.00003056229,0.0015991648,0.41319484,0.000507458,0.0021478233,0.4111646,0.0042514494,0.15386835],"study_design_scores_gemma":[0.00005924433,0.00023424481,0.038161576,0.0015058707,0.00016538304,0.00395177,0.3652646,0.0014403734,0.0030068627,0.11101334,0.47506523,0.0001315238],"about_ca_topic_score_codex":0.004677345,"about_ca_topic_score_gemma":0.007756645,"teacher_disagreement_score":0.008148738,"about_ca_system_score_codex":0.0010123025,"about_ca_system_score_gemma":0.00072401285,"threshold_uncertainty_score":0.027260244},"labels":[],"label_agreement":null},{"id":"W1903462458","doi":"10.37693/pjos.2014.6.11916","title":"Four-Color Sound: A Peircean Semiotics of Comic Book Onomatopoeia","year":2014,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Western Washington University","keywords":"Onomatopoeia; Comics; Linguistics; Semiotics; Comic strip; Modality (human–computer interaction); Representation (politics); Art; Computer science; Psychology; Literature; Artificial intelligence; Philosophy","score_opus":0.029212479470239344,"score_gpt":0.2809368331404885,"score_spread":0.25172435367024915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1903462458","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10979399,0.001337039,0.02305483,0.0020283628,0.00022675536,0.00004894187,0.00008780214,0.000076770244,0.86334556],"genre_scores_gemma":[0.9684485,0.00033033223,0.0051666144,0.00016023515,0.00004082173,0.00004155492,0.00003063121,0.000032978496,0.02574822],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99971765,0.00016492806,0.000008279886,0.000029458539,0.000051358184,0.000028392153],"domain_scores_gemma":[0.99974436,0.00012998871,0.00002622334,0.000028193055,0.000041043975,0.000030185009],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026991835,0.00028280145,0.00009755377,0.0012111778,0.001682221,0.0028344537,0.00029848985,0.00065629213,0.0027271865],"category_scores_gemma":[0.00059495267,0.00008377742,0.00011754759,0.0009783529,0.011087871,0.0023995028,0.00097362907,0.0009824327,0.00030560757],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000147707415,0.0000068028103,0.0003453137,0.000030027773,0.0000014388556,0.00020367173,0.024548357,0.000087894194,0.00056314224,0.9679822,0.0011916743,0.0050248234],"study_design_scores_gemma":[0.000025813228,0.000078005185,0.0044296714,0.00015709332,0.000014454329,0.0023072162,0.05821608,0.0020299794,0.0023105422,0.38286215,0.54753345,0.00003546964],"about_ca_topic_score_codex":0.0030412944,"about_ca_topic_score_gemma":0.0052492893,"teacher_disagreement_score":0.0030412944,"about_ca_system_score_codex":0.0017694717,"about_ca_system_score_gemma":0.0006952755,"threshold_uncertainty_score":0.012838423},"labels":[],"label_agreement":null},{"id":"W1911863463","doi":"10.37693/pjos.2011.3.8832","title":"Some modern considerations for thinking about language evolution: A discussion of The Evolution of Language by Tecumseh Fitch","year":2011,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Linguistics; Language evolution; Cognitive science; Epistemology; Computer science; Philosophy; Psychology","score_opus":0.025918608459801675,"score_gpt":0.2793485777491061,"score_spread":0.25342996928930445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1911863463","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008288051,0.09125923,0.035548024,0.71461076,0.0056631584,0.00004543979,0.000089493544,0.00005504826,0.14444077],"genre_scores_gemma":[0.6164784,0.09972403,0.03592587,0.14137037,0.022349477,0.00057038007,0.00015304894,0.00035344443,0.083074994],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99796885,0.0013859645,0.000063510655,0.00019423846,0.00023926831,0.00014818726],"domain_scores_gemma":[0.9951462,0.0041301367,0.00012108587,0.00013117863,0.0003498364,0.000121526624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0060944157,0.0006146632,0.00071945344,0.0022317022,0.0054463814,0.005567287,0.0025216918,0.007647079,0.0074950573],"category_scores_gemma":[0.010372517,0.00044387655,0.0006324008,0.002800795,0.024077868,0.01873497,0.003604216,0.008966893,0.000901053],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005071344,0.000003341472,0.00003307647,0.00002676227,0.0000025872312,0.000042217835,0.0012468298,0.00013170578,0.00003199013,0.99037385,0.0053941384,0.002708422],"study_design_scores_gemma":[0.000006758909,0.000007883795,0.00011080107,0.00011454178,0.0000031185189,0.00007792336,0.00087290787,0.00029677677,0.00007416399,0.9267177,0.07170365,0.000013783861],"about_ca_topic_score_codex":0.006562306,"about_ca_topic_score_gemma":0.004897986,"teacher_disagreement_score":0.007647079,"about_ca_system_score_codex":0.0047538863,"about_ca_system_score_gemma":0.0018529032,"threshold_uncertainty_score":0.034492016},"labels":[],"label_agreement":null},{"id":"W1921387562","doi":"10.37693/pjos.2014.6.11467","title":"Total Integrative Evolutionary Communication: Towards a Cybersemiotic Discourse Pragmatics","year":2014,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Biosemiotics; Pragmatics; Semiotics; Grice; Linguistics; Human communication; Cognitive science; Psychology; Sociology; Communication; Philosophy","score_opus":0.016875044083749863,"score_gpt":0.31148408502027625,"score_spread":0.2946090409365264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1921387562","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01736225,0.0042699086,0.81475437,0.030782357,0.0009066332,0.00018133868,0.00010915902,0.0002586549,0.1313753],"genre_scores_gemma":[0.6449526,0.0027576399,0.33303237,0.0029956587,0.0011602133,0.0006295281,0.00018738846,0.00031962848,0.0139650665],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99272704,0.0049077976,0.00030858465,0.00084251066,0.0009351691,0.0002788202],"domain_scores_gemma":[0.99359095,0.0038155175,0.00043925113,0.00087674335,0.0008489369,0.000428765],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010378206,0.00086903037,0.0008019705,0.0029346796,0.0041996487,0.009681726,0.002312261,0.0041044992,0.0052185385],"category_scores_gemma":[0.011324138,0.0005853669,0.0010329015,0.0013854647,0.030192748,0.01989013,0.008361893,0.0039353697,0.00080299785],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001988946,0.0000029220114,0.000031989028,0.000022662969,0.0000015263527,0.000026322845,0.0013505783,0.00015493932,0.00007477714,0.9962631,0.00021302227,0.0018560935],"study_design_scores_gemma":[0.000009130565,0.000014309362,0.000088357454,0.00006273362,0.000004978895,0.00010655971,0.0012498496,0.0022957192,0.00019215664,0.95876104,0.037202958,0.00001220966],"about_ca_topic_score_codex":0.0015701589,"about_ca_topic_score_gemma":0.00082422764,"teacher_disagreement_score":0.010378206,"about_ca_system_score_codex":0.003191456,"about_ca_system_score_gemma":0.002889096,"threshold_uncertainty_score":0.054885864},"labels":[],"label_agreement":null},{"id":"W1936878111","doi":"10.37693/pjos.2015.6.13270","title":"The Work of Secondness as Habit in the Development of Early Schemes","year":2015,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Pragmatism in Philosophy and Education","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Indexicality; Object (grammar); Cognitive psychology; Psychology; Sign (mathematics); Covert; Agency (philosophy); Cognitive science; Diagrammatic reasoning; Abductive reasoning; Automaticity; Epistemology; Linguistics; Philosophy; Cognition; Mathematics","score_opus":0.10531415678495827,"score_gpt":0.27857627441034866,"score_spread":0.1732621176253904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1936878111","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28338546,0.0017997368,0.48559016,0.0043955087,0.00015365818,0.00009794177,0.00007257876,0.0003866593,0.22411841],"genre_scores_gemma":[0.95422715,0.00024172179,0.03926091,0.000097424054,0.000018941331,0.000040688024,0.000022342621,0.00009653793,0.0059941458],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99632484,0.0023405415,0.0001486205,0.00051923044,0.0004602365,0.00020652282],"domain_scores_gemma":[0.9908455,0.0050262706,0.00053075387,0.002741925,0.0006149433,0.0002407094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052292235,0.00038741334,0.00035385563,0.0016616374,0.0018871569,0.00403225,0.00085004064,0.0009084598,0.002631798],"category_scores_gemma":[0.010842264,0.00041788144,0.00062973367,0.00087826,0.030664306,0.010485677,0.0032345718,0.0020450212,0.00032977803],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014656697,0.000003782428,0.00069605303,0.00003476989,0.0000037265117,0.000055505883,0.011889273,0.00036369014,0.00046137033,0.9794743,0.000108127024,0.0068947547],"study_design_scores_gemma":[0.0000100769485,0.000047582183,0.0010250706,0.000078164645,0.000009054705,0.0003831836,0.002447388,0.0028455793,0.0017016703,0.96067727,0.030749684,0.000025311927],"about_ca_topic_score_codex":0.0024464733,"about_ca_topic_score_gemma":0.001977109,"teacher_disagreement_score":0.0052292235,"about_ca_system_score_codex":0.0033562512,"about_ca_system_score_gemma":0.001601578,"threshold_uncertainty_score":0.027655065},"labels":[],"label_agreement":null},{"id":"W2103003673","doi":"10.37693/pjos.2013.5.9737","title":"The Anathattractive s/State: A Marxist-Semiotic Analysis of the Discourse, Ideology and Practice of Neoliberal Workfare","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Manchester Metropolitan University","keywords":"Workfare; Ideology; Semiotics; Marxist philosophy; Welfare state; Underclass; Sociology; Neoliberalism (international relations); Political economy; Political science; Welfare; Politics; Epistemology; Law; Philosophy","score_opus":0.023490067573911613,"score_gpt":0.2498998183453452,"score_spread":0.22640975077143358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103003673","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30593017,0.0032409446,0.03836033,0.027667468,0.00081939535,0.00009448743,0.0001669485,0.00014739182,0.6235728],"genre_scores_gemma":[0.98889494,0.00043597686,0.001560775,0.00031479265,0.00008117276,0.000043728705,0.000021093332,0.000047509086,0.008599913],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9965412,0.0025815086,0.00006541674,0.00020180736,0.00037406533,0.00023592118],"domain_scores_gemma":[0.9982613,0.0011136826,0.00019653617,0.00020208127,0.00010860002,0.00011769728],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034975056,0.0004720598,0.00033978102,0.0015919214,0.006375645,0.009211215,0.00066760933,0.0014546736,0.0022288563],"category_scores_gemma":[0.0026775838,0.00021637749,0.00029468475,0.0011699443,0.05543299,0.006092986,0.004311168,0.0024663787,0.00036218308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020177777,0.000008386182,0.00013199566,0.000028117034,0.0000015367046,0.000100083336,0.13831829,0.000080466096,0.00027817852,0.8583277,0.0007723253,0.0019328132],"study_design_scores_gemma":[0.00002946711,0.0000713712,0.0009267775,0.00033205748,0.000011011717,0.0005655091,0.23294783,0.001515832,0.0016525178,0.4726198,0.28928956,0.000038272887],"about_ca_topic_score_codex":0.002302897,"about_ca_topic_score_gemma":0.0021866176,"teacher_disagreement_score":0.009211215,"about_ca_system_score_codex":0.0049857222,"about_ca_system_score_gemma":0.0026408953,"threshold_uncertainty_score":0.03617412},"labels":[],"label_agreement":null},{"id":"W2104734229","doi":"10.37693/pjos.2013.5.9755","title":"Peircean Index in the Naming Process: Nouns, Pronouns and Proper Names","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Pragmatism in Philosophy and Education","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Proper noun; Object (grammar); Linguistics; Noun; Embodied cognition; Mereology; Similarity (geometry); Index (typography); Argument (complex analysis); Determiner; Antecedent (behavioral psychology); Computer science; Psychology; Philosophy; Artificial intelligence; Epistemology; Image (mathematics)","score_opus":0.027218025682993415,"score_gpt":0.23095610396373786,"score_spread":0.20373807828074444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104734229","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23939547,0.0027868433,0.2633142,0.0027143664,0.00037624824,0.00013031568,0.000111039124,0.0003213223,0.49085018],"genre_scores_gemma":[0.9502549,0.0006719785,0.03567462,0.00020481291,0.0001039003,0.00010621977,0.00007872661,0.000151861,0.012753116],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9949393,0.0024391487,0.00036514743,0.00062695827,0.001363854,0.0002655482],"domain_scores_gemma":[0.9955713,0.0025503456,0.00039232452,0.00076351763,0.00055606605,0.0001665199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0050140866,0.00048697973,0.0005915412,0.0038530824,0.0027803034,0.0076602763,0.0009283159,0.0015085054,0.0035063212],"category_scores_gemma":[0.009591335,0.00029762712,0.000561246,0.0027801422,0.021354454,0.020055078,0.0041846177,0.0020432014,0.00059812324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025130268,0.0000068997865,0.0005453202,0.000030899115,0.0000022067643,0.00008747642,0.017434852,0.000082789586,0.00049816095,0.97328275,0.00019754971,0.0078059784],"study_design_scores_gemma":[0.00002547225,0.000064397704,0.002376196,0.00010759213,0.000023754255,0.000982071,0.01476685,0.0029623017,0.003598536,0.8996573,0.075381644,0.000053851472],"about_ca_topic_score_codex":0.0014860166,"about_ca_topic_score_gemma":0.0014503684,"teacher_disagreement_score":0.0076602763,"about_ca_system_score_codex":0.0030703945,"about_ca_system_score_gemma":0.0018447058,"threshold_uncertainty_score":0.026517391},"labels":[],"label_agreement":null},{"id":"W2115908083","doi":"10.37693/pjos.2008.2.8822","title":"A-signifying Semiotics","year":2008,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Semiotics; Materiality (auditing); Argument (complex analysis); Interpretation (philosophy); Politics; Epistemology; Aesthetics; Sociology; Philosophy; Linguistics; Political science; Law","score_opus":0.2687084276574573,"score_gpt":0.2956409381448907,"score_spread":0.026932510487433392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115908083","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030575788,0.0079551,0.23164108,0.009615565,0.0011848769,0.000103400176,0.00024414383,0.00028128695,0.71839875],"genre_scores_gemma":[0.92551523,0.002885086,0.0464743,0.0012085149,0.00049441203,0.00021741362,0.00017788514,0.00012536497,0.02290188],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99725217,0.0018918094,0.00011854388,0.00026750838,0.00031096596,0.00015901533],"domain_scores_gemma":[0.9975133,0.0014530495,0.00020314132,0.00028885753,0.00036146535,0.00018025201],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021507794,0.00055859814,0.0003548253,0.0020980593,0.0036478478,0.0057755625,0.0006394221,0.0014410912,0.0042265113],"category_scores_gemma":[0.0028773835,0.00014782183,0.00048661686,0.0016214726,0.019367542,0.0055203256,0.0025107814,0.0018820892,0.0010009225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003641772,0.0000011284372,0.000035484667,0.000015048658,6.701e-7,0.000023896755,0.0013631383,0.000039582344,0.0000743586,0.99643075,0.00041075842,0.0016016281],"study_design_scores_gemma":[0.0000074814084,0.00001754504,0.00016067433,0.0000834623,0.0000033858953,0.00025608606,0.0026387076,0.00076807797,0.00027484112,0.85962856,0.13615015,0.0000110686115],"about_ca_topic_score_codex":0.001638818,"about_ca_topic_score_gemma":0.00079208944,"teacher_disagreement_score":0.0057755625,"about_ca_system_score_codex":0.0020780268,"about_ca_system_score_gemma":0.0013071452,"threshold_uncertainty_score":0.015077233},"labels":[],"label_agreement":null},{"id":"W2115940915","doi":"10.37693/pjos.2008.2.8823","title":"Colour, Culture and Deixis as Elements of Meaning in the Discourse of Advertising Mobile Telecommunications Networks in Nigeria","year":2008,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Literary Theory and Cultural Hermeneutics","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Ideology; Appropriation; Sign (mathematics); Appeal; Advertising; Relation (database); Sociology; Sign system; Service provider; Service (business); Public relations; Business; Media studies; Political science; Marketing; Psychology; Communication; Linguistics; Politics; Computer science; Law","score_opus":0.024282992335299586,"score_gpt":0.2653143548110946,"score_spread":0.241031362475795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115940915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8505956,0.0036136482,0.003998237,0.0066165486,0.00025608393,0.00003405243,0.00001717823,0.000010933038,0.13485773],"genre_scores_gemma":[0.99799037,0.00054093497,0.00036521032,0.000082703315,0.0000127161975,0.000008952374,0.0000021829292,0.000006077094,0.0009909149],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99717134,0.0021090403,0.00009659422,0.00011784133,0.00029631864,0.00020880337],"domain_scores_gemma":[0.9957698,0.003444121,0.00037747045,0.00012443475,0.00016353629,0.00012053835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004264264,0.000580329,0.00046582165,0.0015874472,0.008329025,0.0084189745,0.00033133265,0.0012493314,0.0011922795],"category_scores_gemma":[0.0060587362,0.0003664456,0.0001687858,0.0016251596,0.025307376,0.005382729,0.0035847572,0.0023661195,0.00009253357],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007023896,0.0000138992455,0.001940577,0.00012231435,0.000003959997,0.0005759778,0.78103274,0.00011377142,0.0015210927,0.20713204,0.00020366265,0.007269722],"study_design_scores_gemma":[0.000017508524,0.0000711422,0.0057873954,0.0008570285,0.00003081123,0.0010442811,0.89984006,0.0006456907,0.0017787876,0.042812135,0.04707604,0.000039179537],"about_ca_topic_score_codex":0.0046632965,"about_ca_topic_score_gemma":0.0067593646,"teacher_disagreement_score":0.0084189745,"about_ca_system_score_codex":0.004397058,"about_ca_system_score_gemma":0.0024279023,"threshold_uncertainty_score":0.031903088},"labels":[],"label_agreement":null},{"id":"W2130310212","doi":"10.37693/pjos.2011.3.8829","title":"A Peircean approach to pictorial documents","year":2011,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Object (grammar); Semiotics; Painting; Poetry; Computer science; Reflexive pronoun; Empiricism; Philosophy; Literature; Epistemology; Art; Art history; Artificial intelligence","score_opus":0.1273681037689703,"score_gpt":0.3357169641810226,"score_spread":0.2083488604120523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130310212","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004804275,0.012299658,0.24724828,0.010946701,0.0015672293,0.00016503988,0.00023466362,0.00032618802,0.722408],"genre_scores_gemma":[0.5074714,0.01478545,0.2660411,0.0042820405,0.0025632356,0.0009997316,0.0004971547,0.0006566746,0.20270321],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9968927,0.002017374,0.00014971239,0.00028886535,0.000505787,0.00014553446],"domain_scores_gemma":[0.9973333,0.0016570037,0.00014375092,0.0003365078,0.00042152064,0.00010802959],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002435765,0.00060348964,0.00035405677,0.004971474,0.0037048603,0.01011336,0.0012767524,0.0017800676,0.008622752],"category_scores_gemma":[0.0052965586,0.00044032806,0.00047193628,0.0038368006,0.01737787,0.008918393,0.002213138,0.0035744319,0.0021130685],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002182336,0.0000023166772,0.000010709001,0.000023976741,5.7078915e-7,0.000026175585,0.002074671,0.000055216206,0.000039452854,0.9920189,0.0019831937,0.003762597],"study_design_scores_gemma":[0.0000049216874,0.000012827638,0.00009896822,0.0002072939,0.0000031136342,0.00029233488,0.0021640097,0.0005841785,0.00033297835,0.48034933,0.51593935,0.000010685908],"about_ca_topic_score_codex":0.0023783918,"about_ca_topic_score_gemma":0.0020455157,"teacher_disagreement_score":0.01011336,"about_ca_system_score_codex":0.005316475,"about_ca_system_score_gemma":0.0016270741,"threshold_uncertainty_score":0.03857392},"labels":[],"label_agreement":null},{"id":"W2132064650","doi":"10.37693/pjos.2007.1.8818","title":"Principles of Corporeal Pragmatics","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Deixis; Pragmatics; Linguistics; Redress; Cognitive linguistics; Meaning (existential); Philosophy of language; Grice; Natural language; Sign (mathematics); Semiotics; Natural (archaeology); Semantics (computer science); Quantitative linguistics; Argument (complex analysis); Theoretical linguistics; Naturalism; Intentionality; Philosophy; Applied linguistics; Psychology; Cognition; Epistemology; Computer science; Mathematics; History; Literature","score_opus":0.056924822786655116,"score_gpt":0.25802646500873627,"score_spread":0.20110164222208116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132064650","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016003458,0.009206324,0.42216608,0.030029593,0.0010555907,0.00014841612,0.00021071424,0.00040229002,0.5207776],"genre_scores_gemma":[0.8650836,0.0045370855,0.09896514,0.003576822,0.0018317073,0.000491828,0.00020719662,0.0002643966,0.02504224],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99527586,0.002345776,0.00025284948,0.00077401084,0.0009979235,0.0003535339],"domain_scores_gemma":[0.99642473,0.0022409495,0.00021087127,0.0005939148,0.0003587985,0.00017064648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0062724045,0.000729971,0.0007061121,0.0025663578,0.0032195875,0.008036354,0.001494431,0.0025973134,0.006115592],"category_scores_gemma":[0.0067600436,0.0005441033,0.0013153157,0.0014606377,0.032146387,0.014091404,0.005035208,0.004261123,0.0011067215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001009912,0.0000010093045,0.000013794327,0.000011447738,0.0000015133535,0.000010107325,0.00053446006,0.000047908026,0.000026099335,0.9982693,0.00019265075,0.0008907252],"study_design_scores_gemma":[0.0000029012124,0.0000034568927,0.00005209113,0.000011405685,0.0000017917181,0.000032047883,0.00013760895,0.0001872294,0.0000380274,0.9856902,0.013839202,0.000003999674],"about_ca_topic_score_codex":0.0013481786,"about_ca_topic_score_gemma":0.00085455365,"teacher_disagreement_score":0.008036354,"about_ca_system_score_codex":0.0030471513,"about_ca_system_score_gemma":0.0015081709,"threshold_uncertainty_score":0.03317207},"labels":[],"label_agreement":null},{"id":"W2133883169","doi":"10.37693/pjos.2013.4.8842","title":"The Mimesis Hierarchy of semiotic development: Five stages of intersubjectivity in children","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Lunds Universitet","keywords":"Intersubjectivity; Gesture; Deixis; Imitation; Semiotics; Psychology; Hierarchy; Iconicity; Performative utterance; Perception; Narrative; Representation (politics); Perspective (graphical); Indexicality; Cognitive science; Linguistics; Communication; Epistemology; Social psychology; Philosophy; Computer science; Neuroscience","score_opus":0.012203800671081615,"score_gpt":0.25385542499803154,"score_spread":0.24165162432694992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133883169","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88940346,0.0028464757,0.03205702,0.0015119949,0.000043892946,0.00013577154,0.00012216707,0.00029774194,0.07358149],"genre_scores_gemma":[0.9914449,0.0005370792,0.006247492,0.000055476055,0.000004143183,0.00006279011,0.000041657528,0.000029030378,0.0015775869],"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9968893,0.0013084735,0.00020713801,0.00039111573,0.0006979903,0.00050609646],"domain_scores_gemma":[0.9974547,0.0010092406,0.0005325559,0.00031267767,0.00035769172,0.00033318854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034246808,0.00048275813,0.0005997119,0.0016567358,0.0017932174,0.005075518,0.0005475077,0.0010210255,0.002286738],"category_scores_gemma":[0.005988448,0.0007377224,0.0007235307,0.0007549918,0.01070217,0.0065400144,0.006130571,0.002885325,0.00044523345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022250669,0.000099158075,0.05152882,0.00042313922,0.000026479334,0.0022467878,0.55048496,0.0006815467,0.016264502,0.31842613,0.0007185324,0.058877468],"study_design_scores_gemma":[0.000075356635,0.0009817178,0.15342052,0.001127982,0.000118069154,0.010433281,0.37582955,0.0041125403,0.03207066,0.33085176,0.09059813,0.0003805212],"about_ca_topic_score_codex":0.0031729995,"about_ca_topic_score_gemma":0.0025770906,"teacher_disagreement_score":0.005075518,"about_ca_system_score_codex":0.0022218334,"about_ca_system_score_gemma":0.002656346,"threshold_uncertainty_score":0.018111646},"labels":[],"label_agreement":null},{"id":"W2140714096","doi":"10.37693/pjos.2008.2.8824","title":"Natural, Artifactual, and Evolutionary Perspective","year":2008,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Primate Behavior and Ecology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Perspective (graphical); Computer science; Perception; Artificial intelligence; Computer vision; Natural (archaeology); Notice; Range (aeronautics); Plane (geometry); Process (computing); Human–computer interaction; Geography; Mathematics; Geometry; Psychology; Engineering","score_opus":0.04770119564532168,"score_gpt":0.3216142951045457,"score_spread":0.27391309945922404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140714096","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07948127,0.026461257,0.062052943,0.021997321,0.00091669476,0.00004210001,0.00031058,0.00014655315,0.80859137],"genre_scores_gemma":[0.94021523,0.013887755,0.014469778,0.001695627,0.0004696836,0.00004272871,0.00017543364,0.00010654906,0.028937148],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99896395,0.00045802348,0.000027519045,0.00030083928,0.00015011159,0.000099565004],"domain_scores_gemma":[0.999265,0.0001995038,0.000060067006,0.00019582127,0.00016624572,0.0001133586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013471987,0.00042899512,0.0003014087,0.0012650327,0.00220276,0.004331115,0.0007316735,0.001130044,0.0057242457],"category_scores_gemma":[0.0016531377,0.00018472872,0.0002079949,0.0008865644,0.020846583,0.0038604247,0.0019586075,0.0017068848,0.0007211238],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002503938,0.000018111927,0.0023858454,0.00013846383,0.000021800388,0.00040685007,0.009507821,0.00048872037,0.001021672,0.9470047,0.00309168,0.035889365],"study_design_scores_gemma":[0.000007912015,0.00006409279,0.010997336,0.00020407242,0.000024183972,0.0017261731,0.012680497,0.0006233382,0.0005708158,0.44183996,0.5312259,0.000035720128],"about_ca_topic_score_codex":0.003960088,"about_ca_topic_score_gemma":0.007894367,"teacher_disagreement_score":0.0057242457,"about_ca_system_score_codex":0.0026499247,"about_ca_system_score_gemma":0.0010990791,"threshold_uncertainty_score":0.01922661},"labels":[],"label_agreement":null},{"id":"W2141374930","doi":"10.37693/pjos.2011.3.8830","title":"Content Analysis and the Measurement of Meaning: The Visualization of Frames in Collections of Messages","year":2011,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Semantic space; Computer science; Framing (construction); Visualization; Space (punctuation); Social network analysis; Communication theory; Latent semantic analysis; Information retrieval; Linguistics; World Wide Web; Natural language processing; Artificial intelligence; Social media; Sociology; Epistemology; Communication","score_opus":0.07448249658531614,"score_gpt":0.2766385500508565,"score_spread":0.2021560534655404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141374930","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08171406,0.004779241,0.8196817,0.005502512,0.00053324143,0.0015623479,0.013723,0.0075736977,0.06493019],"genre_scores_gemma":[0.32516903,0.0019443519,0.66154766,0.00023471707,0.00020447432,0.0016805561,0.0031621724,0.0011846514,0.004872397],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970023,0.0017642967,0.000214864,0.00033512205,0.0005813754,0.00010199739],"domain_scores_gemma":[0.98932487,0.0077647725,0.00094679673,0.0009505309,0.00078967103,0.00022338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005132258,0.0010621167,0.0007447529,0.017890122,0.0021222562,0.008271559,0.0012495428,0.0011585437,0.012593418],"category_scores_gemma":[0.018917939,0.00055883726,0.00072427094,0.016255517,0.0033253676,0.0097212475,0.004328468,0.0014461186,0.0015229848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005888995,0.00011833224,0.0076302635,0.0033676897,0.0002713778,0.00080542074,0.13555083,0.0035851432,0.017111577,0.33066687,0.03671111,0.4635925],"study_design_scores_gemma":[0.00013592395,0.00020402813,0.024905864,0.0025761793,0.00025231644,0.0013049141,0.065141134,0.034594804,0.013023339,0.56123,0.2961943,0.0004372908],"about_ca_topic_score_codex":0.0033477973,"about_ca_topic_score_gemma":0.0025037574,"teacher_disagreement_score":0.017890122,"about_ca_system_score_codex":0.0016382018,"about_ca_system_score_gemma":0.0022542216,"threshold_uncertainty_score":0.04212916},"labels":[],"label_agreement":null},{"id":"W2150418905","doi":"10.37693/pjos.2008.2.8827","title":"C. S. Peirce’s Definition of Symbol in §14 of the New List","year":2008,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Pragmatism in Philosophy and Education","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Symbol (formal); Semiotics; Epistemology; Computer science; Arithmetic; Linguistics; Philosophy; Mathematics","score_opus":0.08066350551094927,"score_gpt":0.2337131273580971,"score_spread":0.15304962184714782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150418905","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019180788,0.018753802,0.074315205,0.10135857,0.007833558,0.000106294894,0.00025860974,0.00014163755,0.7780515],"genre_scores_gemma":[0.75447124,0.008604782,0.036004037,0.023967145,0.004096199,0.00055550545,0.00019927659,0.0002075232,0.17189421],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9965185,0.0016402514,0.00018760191,0.00045057063,0.0009344694,0.0002687025],"domain_scores_gemma":[0.99732566,0.0014297449,0.00016145375,0.00026985887,0.000706354,0.00010690173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0040319897,0.00040981293,0.00044674697,0.0016277876,0.0038868003,0.0043036095,0.00077925465,0.003035143,0.0037500015],"category_scores_gemma":[0.006518295,0.0002817954,0.00055460277,0.00138437,0.018239712,0.007908518,0.0025612875,0.0066728275,0.0010863215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041114226,0.0000014239844,0.000031495325,0.000011353779,6.8668555e-7,0.000013078293,0.001028047,0.000033595028,0.000019272176,0.9918317,0.0051228306,0.0019024287],"study_design_scores_gemma":[0.000008280801,0.0000238605,0.00024269358,0.0001094986,0.0000034256889,0.000120638266,0.0005827571,0.0002176614,0.00021226332,0.52366537,0.47479188,0.000021586406],"about_ca_topic_score_codex":0.0041894508,"about_ca_topic_score_gemma":0.0038487727,"teacher_disagreement_score":0.005376241,"about_ca_system_score_codex":0.005376241,"about_ca_system_score_gemma":0.0031537213,"threshold_uncertainty_score":0.039007485},"labels":[],"label_agreement":null},{"id":"W2153691103","doi":"10.37693/pjos.2007.1.8817","title":"The secret of rendering signs effective: the import of C. S. Peirce’s semiotic rhetoric","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Rhetoric; Rhetorical question; Epistemology; Philosophy; Visual semiotics; Sociology; Linguistics","score_opus":0.02215697587492426,"score_gpt":0.30335149914173976,"score_spread":0.2811945232668155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153691103","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039570827,0.028503096,0.14714947,0.1498836,0.004616144,0.00006433821,0.000056330937,0.0002365662,0.6299196],"genre_scores_gemma":[0.9445478,0.007898625,0.023021705,0.004403329,0.0017791347,0.000103516395,0.00002288571,0.00015531442,0.018067744],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99392635,0.0044591436,0.00015716517,0.00033974773,0.00092873,0.0001889626],"domain_scores_gemma":[0.980641,0.015677659,0.0006314931,0.0012097437,0.0014285974,0.000411406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008723783,0.00046773272,0.00047934774,0.0025209181,0.004747601,0.008760021,0.0006913916,0.0029350116,0.0021895294],"category_scores_gemma":[0.02204747,0.00027243214,0.0002741981,0.0012672896,0.042624835,0.01395247,0.0032772073,0.0056205266,0.0006324982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006315817,0.0000033588638,0.000027214724,0.000024115508,0.0000010752921,0.000027852639,0.005453542,0.000057049543,0.000054926724,0.9890887,0.0012745619,0.003981373],"study_design_scores_gemma":[0.000011311165,0.000025779162,0.00010378149,0.00015383292,0.000004565297,0.00014519467,0.0030888685,0.00057172903,0.00037583636,0.8749754,0.12052858,0.000015103177],"about_ca_topic_score_codex":0.0008163401,"about_ca_topic_score_gemma":0.0008227501,"teacher_disagreement_score":0.008760021,"about_ca_system_score_codex":0.0031911859,"about_ca_system_score_gemma":0.002095452,"threshold_uncertainty_score":0.04613632},"labels":[],"label_agreement":null},{"id":"W2155323409","doi":"10.37693/pjos.2011.3.8831","title":"Meaning in Animal Communication: A Zoosemiotic Analysis","year":2011,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Cultural Differences and Values","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Linguistics; Communication; Psychology; Sociology; Epistemology; Philosophy","score_opus":0.1978974563767352,"score_gpt":0.36548633226356514,"score_spread":0.16758887588682994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155323409","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47716177,0.0051571466,0.08242053,0.0069152485,0.00018304547,0.00009569549,0.00016733512,0.00007738483,0.4278219],"genre_scores_gemma":[0.99162054,0.0005988957,0.0034713543,0.000069631875,0.00003531576,0.000022835931,0.000031190993,0.000016682254,0.004133456],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99956673,0.00031981827,0.0000105280615,0.000020447911,0.00004944227,0.000033106964],"domain_scores_gemma":[0.9990258,0.0007002257,0.00007083457,0.00006481531,0.00009221659,0.00004607724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00094404677,0.00026312692,0.0001451378,0.001262042,0.0020273293,0.0030348976,0.00037127445,0.00074500206,0.008190063],"category_scores_gemma":[0.0017524209,0.00009702182,0.00017492854,0.0017028231,0.007870914,0.0038710088,0.0015710233,0.0009328412,0.00037649198],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007643113,0.000022022854,0.0016442942,0.00011745774,0.000010622362,0.00038671793,0.069775224,0.00025824754,0.0016862962,0.90280366,0.0009365887,0.022282368],"study_design_scores_gemma":[0.000041395728,0.000249155,0.031497244,0.00046954522,0.00008148944,0.0023408716,0.2729747,0.0042391666,0.0029008663,0.5723916,0.11277838,0.000035575864],"about_ca_topic_score_codex":0.0011660341,"about_ca_topic_score_gemma":0.0015091549,"teacher_disagreement_score":0.008190063,"about_ca_system_score_codex":0.00070438883,"about_ca_system_score_gemma":0.0004957367,"threshold_uncertainty_score":0.027398527},"labels":[],"label_agreement":null},{"id":"W2160085149","doi":"10.37693/pjos.2013.4.8843","title":"Communicology and Culturology: Semiotic Phenomenological Method in Applied Small Group Research","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Semiotics; Phenomenology (philosophy); Transcendental number; Epistemology; Psychology; Intrapersonal communication; Narrative; Embodied cognition; Consciousness; Philosophy; Interpersonal communication; Sociology; Social psychology; Linguistics","score_opus":0.16864068167035526,"score_gpt":0.3313392733320186,"score_spread":0.16269859166166337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160085149","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048412386,0.0077339383,0.7955787,0.012474845,0.0014764492,0.005546404,0.0005196422,0.00031629152,0.12794131],"genre_scores_gemma":[0.4555155,0.0050862734,0.5079885,0.0026107118,0.000509516,0.019852012,0.0002719909,0.00019813942,0.0079673445],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9571391,0.039552506,0.0007405661,0.0007901496,0.0014443982,0.00033326334],"domain_scores_gemma":[0.936659,0.05563531,0.0013079069,0.00464334,0.0012410642,0.000513469],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.031075247,0.0008337064,0.00089589175,0.0059236716,0.005104204,0.009349705,0.0024408603,0.0024359387,0.004276813],"category_scores_gemma":[0.03938089,0.0005625541,0.0009128433,0.0076827095,0.034100763,0.008177075,0.0073690857,0.0039812694,0.0006436819],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006454616,0.00013784353,0.0008970471,0.0007909708,0.000022406766,0.00037588726,0.23411757,0.0009391255,0.0007535697,0.71517277,0.003930497,0.042797744],"study_design_scores_gemma":[0.00015726057,0.00017022419,0.0013831396,0.0016839012,0.000028156734,0.00080306246,0.19247752,0.004204229,0.0013634008,0.59096414,0.20665373,0.000111343885],"about_ca_topic_score_codex":0.0018987688,"about_ca_topic_score_gemma":0.00216841,"teacher_disagreement_score":0.031075247,"about_ca_system_score_codex":0.0042947875,"about_ca_system_score_gemma":0.0047608,"threshold_uncertainty_score":0.1643436},"labels":[],"label_agreement":null},{"id":"W2160601325","doi":"10.37693/pjos.2013.5.9646","title":"Constraints on the semantic extension of onomatopoeia","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Ministerio de Economía y Competitividad","keywords":"Onomatopoeia; Polysemy; Extension (predicate logic); Linguistics; Lexicalization; Mandarin Chinese; Nominative case; Extensibility; Computer science; Psychology; Natural language processing; Artificial intelligence; Verb; Philosophy","score_opus":0.03497041549051745,"score_gpt":0.2808894863519162,"score_spread":0.24591907086139875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160601325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9636303,0.00032340284,0.020654887,0.00024964768,0.000016913904,0.00004346338,0.0002116985,0.00004570096,0.014824032],"genre_scores_gemma":[0.996902,0.000091859394,0.0025816013,0.000022895636,0.000012021852,0.000022298385,0.00015311687,0.00001833421,0.00019587888],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9979081,0.0007194341,0.00033546076,0.0004072536,0.0004475705,0.00018224513],"domain_scores_gemma":[0.984798,0.009001533,0.0016710219,0.0027274105,0.0013268577,0.00047521153],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026505059,0.00042187743,0.00053020724,0.0024863842,0.0014612393,0.0021774606,0.0005166319,0.0004131237,0.0027163106],"category_scores_gemma":[0.017042818,0.0004325698,0.00054025045,0.0017043119,0.005043203,0.005493454,0.0032638763,0.0011115358,0.00020717905],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018941336,0.00022891832,0.23859288,0.0012102909,0.0003442582,0.003810573,0.09013126,0.0026224076,0.16647227,0.31573686,0.00091435516,0.17804176],"study_design_scores_gemma":[0.000087058026,0.00027822235,0.60735756,0.0005522134,0.00024178223,0.007391448,0.03272869,0.0062624486,0.016020905,0.3071504,0.021649828,0.0002794786],"about_ca_topic_score_codex":0.0009683348,"about_ca_topic_score_gemma":0.0015212042,"teacher_disagreement_score":0.0027163106,"about_ca_system_score_codex":0.0006124215,"about_ca_system_score_gemma":0.0008379978,"threshold_uncertainty_score":0.0140173435},"labels":[],"label_agreement":null},{"id":"W2166871461","doi":"10.37693/pjos.2013.5.9756","title":"A structural-cognitive semiotic analysis of the Qur'anic story \"Joseph and his Brothers\"","year":2013,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"University of Portsmouth","keywords":"Semiotics; Narrative; Argumentative; Context (archaeology); Linguistics; Narratology; Sociology; Narrative inquiry; Icon; Terminology; Argumentation theory; Epistemology; Literature; Philosophy; History; Art; Computer science","score_opus":0.020440750959975065,"score_gpt":0.2721599654520907,"score_spread":0.25171921449211565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166871461","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27093858,0.0031274103,0.3719145,0.0055320994,0.00027630758,0.0002338511,0.0004016021,0.00016292743,0.3474128],"genre_scores_gemma":[0.9623476,0.00075706904,0.032069378,0.00012138094,0.000041340263,0.00007436459,0.00014012224,0.000029175686,0.004419667],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99931264,0.00048761067,0.00002406995,0.00004517116,0.00009896218,0.00003158289],"domain_scores_gemma":[0.998869,0.000765099,0.00010726676,0.000100472054,0.00010830878,0.00004980662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011207825,0.00036611545,0.00019647842,0.0015993036,0.0018028127,0.0027819236,0.000392124,0.0006540567,0.002499047],"category_scores_gemma":[0.0022299637,0.00013106328,0.00036659776,0.000986199,0.006669753,0.0032319112,0.0013474046,0.00081052905,0.00029581465],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031275464,0.000018294562,0.0008967534,0.00015404103,0.000007152217,0.0002445361,0.052802198,0.0009558849,0.0016825147,0.93107927,0.0009705906,0.011157478],"study_design_scores_gemma":[0.000019232784,0.000120701625,0.0045622466,0.0003292473,0.000026615231,0.0016614957,0.08691023,0.016893182,0.004296609,0.70875347,0.17638674,0.00004022177],"about_ca_topic_score_codex":0.0016977263,"about_ca_topic_score_gemma":0.0023977319,"teacher_disagreement_score":0.0027819236,"about_ca_system_score_codex":0.0014853298,"about_ca_system_score_gemma":0.00082643045,"threshold_uncertainty_score":0.010776877},"labels":[],"label_agreement":null},{"id":"W2170339388","doi":"10.37693/pjos.2012.4.8837","title":"Cognitive Semiotics: An emerging field for the transdisciplinary study of meaning","year":2012,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Dynamism; Epistemology; Phenomenology (philosophy); Transdisciplinarity; Meaning (existential); Sociology; Field (mathematics); Philosophy of mind; Embodied cognition; Cognition; Cognitive science; Pluralism (philosophy); Psychology; Linguistics; Philosophy; Metaphysics","score_opus":0.07251348813939175,"score_gpt":0.37237008771575564,"score_spread":0.2998565995763639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170339388","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029883906,0.17584765,0.5378532,0.056512445,0.0039383965,0.00020324669,0.00017959067,0.00031972994,0.19526191],"genre_scores_gemma":[0.7372821,0.09032164,0.15597153,0.003600295,0.0044212015,0.0005190324,0.0001633814,0.00018299208,0.0075378744],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99258053,0.005660282,0.00033220227,0.0004226391,0.00082163786,0.00018263485],"domain_scores_gemma":[0.9852775,0.012007296,0.00053770415,0.0010605161,0.0005671334,0.00054986565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0065362793,0.0007376704,0.0013858277,0.0062649576,0.002814534,0.013295321,0.0010724063,0.0029719959,0.0035249994],"category_scores_gemma":[0.006390963,0.00032299862,0.0006985422,0.005115069,0.033427976,0.013890016,0.006292337,0.0039764093,0.00050961244],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007801743,0.000009875824,0.00017033091,0.00025668013,0.000010135721,0.00007337595,0.0065611484,0.00014991952,0.00017745545,0.9775399,0.0007565694,0.014286769],"study_design_scores_gemma":[0.000004332076,0.000019559866,0.00022003318,0.00024125229,0.000003944088,0.00029905196,0.0058014416,0.0006540585,0.00008615605,0.93700963,0.055645455,0.000015041716],"about_ca_topic_score_codex":0.0007900335,"about_ca_topic_score_gemma":0.00091695605,"teacher_disagreement_score":0.013295321,"about_ca_system_score_codex":0.0029138238,"about_ca_system_score_gemma":0.0032528748,"threshold_uncertainty_score":0.034567535},"labels":[],"label_agreement":null},{"id":"W2175016691","doi":"10.37693/pjos.2015.6.15179","title":"Against arbitrariness: An alternative approach towards motivation of the sign","year":2015,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Arbitrariness; Semiotics; Sign (mathematics); Epistemology; Phenomenon; Term (time); Point (geometry); Iconicity; Psychology; Linguistics; Cognitive psychology; Philosophy; Mathematics","score_opus":0.09505823072639553,"score_gpt":0.258424794330308,"score_spread":0.1633665636039125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175016691","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08681867,0.0025284963,0.3175417,0.0399699,0.0008412867,0.0002439617,0.0001358466,0.00021205908,0.55170804],"genre_scores_gemma":[0.9697927,0.000405473,0.017467141,0.001110898,0.0002357892,0.00022070407,0.000035414905,0.00007510761,0.010656803],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99134594,0.0056762067,0.0002844966,0.00073513214,0.0012439225,0.0007142939],"domain_scores_gemma":[0.9953714,0.002357301,0.00059123617,0.0006490802,0.0007014053,0.00032954922],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0076495577,0.00082120317,0.0008782391,0.003311722,0.0045392076,0.010021293,0.002005763,0.0053270636,0.0065673906],"category_scores_gemma":[0.009513926,0.00038879595,0.001265155,0.0018092506,0.026209462,0.013216285,0.008435239,0.0043665366,0.00065378216],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058371074,0.000004361322,0.0000774685,0.00001341056,0.0000019662332,0.000034766043,0.0016047057,0.000095178904,0.000050794522,0.9967648,0.00017032161,0.0011763461],"study_design_scores_gemma":[0.000011390281,0.000022513408,0.00015948428,0.000059159014,0.0000052091145,0.00008851488,0.0016148685,0.0011125322,0.00013586365,0.97966504,0.017110655,0.000014729888],"about_ca_topic_score_codex":0.00087261654,"about_ca_topic_score_gemma":0.0008386269,"teacher_disagreement_score":0.010021293,"about_ca_system_score_codex":0.0028759828,"about_ca_system_score_gemma":0.0032993145,"threshold_uncertainty_score":0.040455222},"labels":[],"label_agreement":null},{"id":"W2221372110","doi":"10.37693/pjos.2015.6.15291","title":"“He wants to know how all those people got in there”: Surveying The Gods Must Be Crazy through a post- and neo-colonial telescope","year":2015,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"African history and culture studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Tourism; Government (linguistics); CITES; Colonialism; Jungle; History; Politics; Subsistence agriculture; Aesthetics; Ethnology; Media studies; Environmental ethics; Sociology; Political science; Law; Archaeology; Ecology; Art; Agriculture","score_opus":0.08200422126679247,"score_gpt":0.3308224243447492,"score_spread":0.2488182030779567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2221372110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5915988,0.0069122827,0.0019957833,0.058085702,0.0015297809,0.00009942804,0.00009468626,0.00005479137,0.33962867],"genre_scores_gemma":[0.94040036,0.0036548867,0.000844561,0.0040310733,0.00017040744,0.00004051459,0.000042260217,0.00004645969,0.05076941],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9993548,0.00042582944,0.00000925766,0.000044858818,0.000064321786,0.000100956604],"domain_scores_gemma":[0.999451,0.00024819988,0.000059030786,0.000031011834,0.00008854178,0.00012225666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011197345,0.0002997246,0.00014531949,0.0003295345,0.00896515,0.002916489,0.0005301357,0.0008607058,0.0026480982],"category_scores_gemma":[0.001924995,0.00019499878,0.000112599744,0.0005799571,0.007982907,0.0035847551,0.0017767273,0.0032428578,0.0004090844],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016279615,0.000018167164,0.0013336807,0.000045007277,0.000001992176,0.00038597238,0.9600584,0.00001011396,0.00035643895,0.014446577,0.0163923,0.0069349976],"study_design_scores_gemma":[0.0000029984974,0.000016184853,0.004120087,0.00013844398,0.000004229386,0.00023240923,0.7999881,0.000037751364,0.00020870933,0.0009169742,0.19432943,0.0000047443637],"about_ca_topic_score_codex":0.050859045,"about_ca_topic_score_gemma":0.13221377,"teacher_disagreement_score":0.050859045,"about_ca_system_score_codex":0.0028623994,"about_ca_system_score_gemma":0.0019416404,"threshold_uncertainty_score":0.101126015},"labels":[],"label_agreement":null},{"id":"W2265618444","doi":"10.37693/pjos.2015.6.15294","title":"A Barthesian Demythologization of a Colonial Painting","year":2015,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Global Maritime and Colonial Histories","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Painting; Colonialism; Ideology; Mythology; Context (archaeology); Underpinning; Art history; History; Sociology; Visual arts; Art; Archaeology; Classics; Political science; Law; Engineering; Politics; Civil engineering","score_opus":0.04630929592196013,"score_gpt":0.2990086399987481,"score_spread":0.25269934407678796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2265618444","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049237527,0.007290779,0.005636791,0.011698,0.0017911129,0.000031502535,0.00006202977,0.000058839323,0.9241935],"genre_scores_gemma":[0.8724102,0.004290479,0.0019081391,0.0015660764,0.00066751044,0.000036527632,0.000027863482,0.000118278775,0.11897486],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99912876,0.00046503227,0.000017283875,0.00011223534,0.00016646784,0.000110237],"domain_scores_gemma":[0.9995945,0.00020350206,0.000055661854,0.000052975167,0.000044018594,0.00004946425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078482,0.00038200358,0.00016924785,0.0010810096,0.005434288,0.0043060905,0.00040861455,0.0011299519,0.0050112973],"category_scores_gemma":[0.0018587905,0.00016341079,0.00013809954,0.00086417916,0.0302288,0.0025107062,0.002047739,0.0029001546,0.000624703],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022763363,0.000004326429,0.00011265464,0.000040643445,0.0000016681412,0.00029892943,0.057155438,0.00006709527,0.0003725282,0.9313197,0.006509075,0.004095056],"study_design_scores_gemma":[0.000010783595,0.000035360645,0.0011837399,0.00028317358,0.000006152534,0.0012351291,0.037580002,0.00026648107,0.0007582661,0.08014015,0.87847835,0.00002241206],"about_ca_topic_score_codex":0.008004838,"about_ca_topic_score_gemma":0.015134793,"teacher_disagreement_score":0.008004838,"about_ca_system_score_codex":0.0027840475,"about_ca_system_score_gemma":0.0014189774,"threshold_uncertainty_score":0.020199716},"labels":[],"label_agreement":null},{"id":"W2399653519","doi":"10.37693/pjos.2016.7.15840","title":"An Assessment of (Mentalist) Cognitive Semantics","year":2016,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Conceptualization; Introspection; Consciousness; Meaning (existential); Intuition; Cognitive linguistics; Psychology; Cognition; Linguistics; Epistemology; Cognitive semantics; Norm (philosophy); Cognitive science; Cognitive psychology; Philosophy","score_opus":0.03222187328432325,"score_gpt":0.3689501729733466,"score_spread":0.33672829968902335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2399653519","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35316688,0.0020298152,0.15924165,0.01079392,0.00029659283,0.0001728683,0.00052684185,0.00047060032,0.47330073],"genre_scores_gemma":[0.9902624,0.00018700627,0.008392393,0.000110130066,0.0000800629,0.00006328533,0.00008733934,0.000040282885,0.0007771438],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.990772,0.0030071083,0.00051556015,0.00064116257,0.004666484,0.00039773158],"domain_scores_gemma":[0.976722,0.012448692,0.0019620508,0.0032607717,0.0046123876,0.0009941094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00848009,0.00066736183,0.0006465455,0.007185299,0.0021519822,0.008640191,0.0013696228,0.0019993333,0.005184263],"category_scores_gemma":[0.042334896,0.00026278343,0.00085834385,0.0032546313,0.017887691,0.016773744,0.0061024395,0.0024318541,0.0004205588],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059212147,0.000043135227,0.0039625037,0.00010363306,0.00003396573,0.000043993503,0.003650405,0.001136632,0.0007140023,0.97573346,0.00055438146,0.013964578],"study_design_scores_gemma":[0.000012176554,0.00005885359,0.0043088775,0.000034609464,0.000017454257,0.00016471258,0.003246846,0.0039574453,0.00042404627,0.9817006,0.006056748,0.000017695522],"about_ca_topic_score_codex":0.0006896622,"about_ca_topic_score_gemma":0.0005171115,"teacher_disagreement_score":0.008640191,"about_ca_system_score_codex":0.0027242946,"about_ca_system_score_gemma":0.0013880461,"threshold_uncertainty_score":0.044847548},"labels":[],"label_agreement":null},{"id":"W2480705639","doi":"10.37693/pjos.2016.7.15966","title":"How can Linguistic Meaning be Grounded – in a Deconstructionist Semiotics?","year":2016,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Semiotics and Representation Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Deconstruction (building); Meaning (existential); Argument (complex analysis); Epistemology; Sign (mathematics); Skepticism; Linguistics; Relevance (law); Context (archaeology); Philosophy; Sociology; Mathematics","score_opus":0.0649188986367653,"score_gpt":0.2653809248984044,"score_spread":0.20046202626163911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2480705639","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061959054,0.01135652,0.43002245,0.12056507,0.0021855966,0.0001269182,0.00017858113,0.00032949095,0.3732763],"genre_scores_gemma":[0.94781446,0.0020626502,0.03778737,0.002851984,0.00050689245,0.00016836039,0.000105360465,0.00024919648,0.008453833],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9854892,0.011070698,0.00042540737,0.000970093,0.001409675,0.00063497503],"domain_scores_gemma":[0.9902428,0.0056381016,0.00064186874,0.0022990797,0.0008697298,0.00030845244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012660276,0.0010615734,0.001267565,0.003930011,0.0051993574,0.017592404,0.002112971,0.0049472414,0.0035204715],"category_scores_gemma":[0.021244412,0.0006095492,0.001274685,0.0024713546,0.08890334,0.03143899,0.008193205,0.0069078347,0.0012072179],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008281512,0.0000039371275,0.0000644558,0.00002860392,0.0000040144932,0.00003282694,0.005969317,0.00013545486,0.00006548145,0.9913967,0.00030678557,0.0019841788],"study_design_scores_gemma":[0.000004907132,0.000006126613,0.000030053146,0.000061274695,0.0000025301867,0.000034744266,0.0030956585,0.0002629917,0.000096058335,0.9853476,0.011051156,0.0000068053964],"about_ca_topic_score_codex":0.0019825632,"about_ca_topic_score_gemma":0.0013765922,"teacher_disagreement_score":0.017592404,"about_ca_system_score_codex":0.004445327,"about_ca_system_score_gemma":0.0031547332,"threshold_uncertainty_score":0.06695473},"labels":[],"label_agreement":null},{"id":"W2497182233","doi":"10.37693/pjos.2016.7.15967","title":"From Artifacts to Experiences: Brands in the Era of Prosumeration","year":2016,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Typology; Perspective (graphical); Phenomenon; Product (mathematics); Value (mathematics); Perception; Semiotics; Brand management; Sociology; Order (exchange); Consumer behaviour; Marketing; Advertising; Psychology; Epistemology; Business; Computer science; Mathematics","score_opus":0.041316300926717946,"score_gpt":0.2653461659735638,"score_spread":0.22402986504684586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2497182233","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3250328,0.039728936,0.03298063,0.03537797,0.0011933093,0.000043446875,0.00010688444,0.00017566961,0.5653603],"genre_scores_gemma":[0.9844073,0.0042441464,0.0026831469,0.00075826625,0.00024985566,0.000017488632,0.00001577103,0.000054511253,0.0075694523],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981775,0.0011765122,0.000046236022,0.0001619369,0.0003018043,0.000135934],"domain_scores_gemma":[0.99768424,0.0015342421,0.00016458757,0.00034388123,0.00012010278,0.0001529042],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018973255,0.00043546676,0.0002867633,0.0017139309,0.004060595,0.011411623,0.00055059243,0.002017312,0.0037460397],"category_scores_gemma":[0.0031308925,0.00031361703,0.00025987878,0.0015347359,0.029483283,0.012328712,0.005546573,0.0023270184,0.00040914776],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037104077,0.000015061277,0.000879924,0.000111880814,0.000006645261,0.00058197096,0.18398084,0.00010616702,0.0005817257,0.7922614,0.0012774352,0.02015986],"study_design_scores_gemma":[0.0000147917535,0.00010601463,0.0030547027,0.00061574153,0.000024456911,0.002078466,0.165276,0.00057597755,0.0013857963,0.47223023,0.35458684,0.00005102155],"about_ca_topic_score_codex":0.00094101334,"about_ca_topic_score_gemma":0.0012756396,"teacher_disagreement_score":0.011411623,"about_ca_system_score_codex":0.0020611843,"about_ca_system_score_gemma":0.0007296514,"threshold_uncertainty_score":0.014955044},"labels":[],"label_agreement":null},{"id":"W2558804374","doi":"10.37693/pjos.2016.7.16270","title":"Paintings as “Visual Poetry”: Diagrammatic Iconicity in the Art of Juan Miró","year":2016,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Science Council","keywords":"Iconicity; Diagrammatic reasoning; Metaphor; Painting; Meaning (existential); Closeness; Conceptual blending; Linguistics; Semiotics; Modality (human–computer interaction); Art; Cognition; Psychology; Computer science; Philosophy; Epistemology; Visual arts; Artificial intelligence; Mathematics","score_opus":0.024619830700830587,"score_gpt":0.30719747234145905,"score_spread":0.2825776416406285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2558804374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53900373,0.004031549,0.049492758,0.0023473448,0.00020059194,0.00006636614,0.00016112637,0.00016816762,0.40452832],"genre_scores_gemma":[0.99168164,0.00031880074,0.0047455593,0.000048075144,0.000021493443,0.000012868969,0.00002826777,0.00004038454,0.0031028579],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995559,0.00028641475,0.000011516181,0.00005448761,0.00005868261,0.000033019074],"domain_scores_gemma":[0.99915564,0.00052670576,0.00009538364,0.00011912931,0.00006510532,0.000037910646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087511615,0.00024612722,0.00013239954,0.0019130554,0.0010895557,0.0044258893,0.000243324,0.00044594094,0.0037007104],"category_scores_gemma":[0.0027754083,0.00013540841,0.0002099011,0.0012602156,0.0055071167,0.0031929987,0.0012749133,0.00067678135,0.00020075976],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010381076,0.000027926433,0.004869277,0.00025828384,0.000013750507,0.0006293583,0.27792624,0.0010989689,0.004885077,0.67300314,0.0021393297,0.035044774],"study_design_scores_gemma":[0.00006856953,0.00008160067,0.046318866,0.00049441017,0.00006737017,0.003469312,0.20275046,0.009155539,0.0036268174,0.34693107,0.38695377,0.00008224703],"about_ca_topic_score_codex":0.002221103,"about_ca_topic_score_gemma":0.0033419363,"teacher_disagreement_score":0.0044258893,"about_ca_system_score_codex":0.0010733912,"about_ca_system_score_gemma":0.00045429968,"threshold_uncertainty_score":0.0123800635},"labels":[],"label_agreement":null},{"id":"W2605793068","doi":"10.37693/pjos.2016.7.16470","title":"Empirically Observed Iconicity Levels of English Phonaesthemes","year":2017,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Japan Society for the Promotion of Science","keywords":"Iconicity; Referent; Linguistics; Meaning (existential); Sign (mathematics); Similarity (geometry); Psychology; Nonsense; Sign language; Mathematics; Computer science; Philosophy; Artificial intelligence","score_opus":0.1111949562465713,"score_gpt":0.3387986114391571,"score_spread":0.22760365519258582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605793068","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924616,0.00011325372,0.0021720454,0.000019702724,0.000005173015,0.000035869645,0.00006151106,0.000035951012,0.0050947685],"genre_scores_gemma":[0.99844605,0.000039763523,0.0010766215,0.000008326609,0.0000021509122,0.000015056605,0.00007623468,0.000012185165,0.00032360968],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9982711,0.00038524246,0.00028600165,0.0004981862,0.00040269434,0.0001567967],"domain_scores_gemma":[0.98721164,0.008283152,0.0012366752,0.0014339096,0.0014725492,0.00036204487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013142144,0.00036971844,0.00027784493,0.001122976,0.0002593666,0.0013295289,0.00032963662,0.0005078069,0.0040790583],"category_scores_gemma":[0.022871716,0.000357825,0.00014357672,0.00035527212,0.001070103,0.0010265211,0.0016628728,0.0006848501,0.00045348366],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015456926,0.00025106646,0.20690195,0.00076734624,0.000140412,0.0009045343,0.014468985,0.0012176675,0.69688874,0.00450502,0.0003606775,0.07204788],"study_design_scores_gemma":[0.00007569415,0.0012372885,0.83463687,0.000070693175,0.00009467256,0.0034984886,0.003987742,0.0031097971,0.14839435,0.002892235,0.0019170373,0.000085132575],"about_ca_topic_score_codex":0.00036921882,"about_ca_topic_score_gemma":0.00043963816,"teacher_disagreement_score":0.0040790583,"about_ca_system_score_codex":0.00025782592,"about_ca_system_score_gemma":0.00014276445,"threshold_uncertainty_score":0.013645768},"labels":[],"label_agreement":null},{"id":"W2605896472","doi":"10.37693/pjos.2016.7.16454","title":"“The whole is greater than the sum of its parts” - True, false or meaningless?","year":2017,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"linguistics and terminology studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Slogan; Context (archaeology); Meaning (existential); Relation (database); Value (mathematics); Contrast (vision); Linguistics; Mathematics; Computer science; Epistemology; Philosophy; Statistics; Artificial intelligence; History; Data mining; Political science","score_opus":0.126040197838281,"score_gpt":0.2896231609462874,"score_spread":0.16358296310800638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605896472","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09547815,0.022119325,0.15603152,0.2873778,0.021816265,0.00012856978,0.0005742878,0.000520621,0.41595346],"genre_scores_gemma":[0.94744843,0.0031769972,0.013341732,0.020368405,0.0025150196,0.00014565558,0.00015200654,0.00020356577,0.012648201],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.994724,0.0029921178,0.00031265334,0.0008267429,0.00089346967,0.000250902],"domain_scores_gemma":[0.9939062,0.0034795946,0.00065631623,0.00047391286,0.001294502,0.00018943366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052207476,0.0006741803,0.0009794958,0.0011125437,0.0024496524,0.0043499526,0.0010721101,0.0027965182,0.0043414687],"category_scores_gemma":[0.019316701,0.0004648139,0.00039976853,0.0011186831,0.037747856,0.013036505,0.002489442,0.0047700265,0.001696807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010614624,0.00001023749,0.00078251807,0.00031145616,0.00004076087,0.00035491103,0.01922776,0.00008264888,0.00097529404,0.93664366,0.023640065,0.017824456],"study_design_scores_gemma":[0.000023293043,0.00007011073,0.0020351054,0.000558244,0.000057081976,0.0010540965,0.03073722,0.00047866546,0.0012757262,0.82730484,0.13633001,0.00007564211],"about_ca_topic_score_codex":0.0014816745,"about_ca_topic_score_gemma":0.0013702183,"teacher_disagreement_score":0.0052207476,"about_ca_system_score_codex":0.0017390994,"about_ca_system_score_gemma":0.00119766,"threshold_uncertainty_score":0.027610242},"labels":[],"label_agreement":null},{"id":"W2606140329","doi":"10.37693/pjos.2016.7.16469","title":"¬Peirce’s Creative Hallucinations in the Ontogeny of Abductive Reasoning","year":2017,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Habit; Inference; Abductive reasoning; Psychology; Cognitive science; Deductive reasoning; Cognitive psychology; Epistemology; Computer science; Social psychology; Artificial intelligence; Philosophy","score_opus":0.050682242702540015,"score_gpt":0.3469851843972893,"score_spread":0.2963029416947493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606140329","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24991909,0.0042781937,0.23329248,0.015733398,0.0004219318,0.0000930716,0.00025783273,0.0007229532,0.49528113],"genre_scores_gemma":[0.9671776,0.0005653957,0.016140254,0.00041630265,0.000027201126,0.000022253249,0.00004864897,0.00007222703,0.015530067],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994134,0.00023466565,0.000029837292,0.00013889156,0.00012174769,0.00006157781],"domain_scores_gemma":[0.998689,0.0007875151,0.00007833515,0.00025852732,0.00014316638,0.00004343469],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010839831,0.00024318394,0.00012961785,0.00064754207,0.00075339625,0.0025328696,0.00041019535,0.00097534945,0.003112448],"category_scores_gemma":[0.0038211748,0.00024313269,0.00035398017,0.00023476126,0.009579719,0.005172283,0.0014896146,0.0019853504,0.0005929495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038775786,0.00001509485,0.0015950002,0.00007255326,0.0000089766945,0.0011539783,0.023307601,0.0006239219,0.0014362005,0.9403393,0.0016400986,0.02976849],"study_design_scores_gemma":[0.000015598795,0.000048289436,0.0026740977,0.00007212369,0.000007697406,0.004236029,0.0046857432,0.0019362111,0.0030848568,0.91245973,0.070744604,0.00003500837],"about_ca_topic_score_codex":0.001956909,"about_ca_topic_score_gemma":0.0011587617,"teacher_disagreement_score":0.003112448,"about_ca_system_score_codex":0.0007568835,"about_ca_system_score_gemma":0.0005846368,"threshold_uncertainty_score":0.010412157},"labels":[],"label_agreement":null},{"id":"W2749091255","doi":"10.37693/pjos.2017.8.16686","title":"Learning that Reflects the Living: Aligning Anticipation and Edusemiotics","year":2017,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Semiosis; Epistemology; Biosemiotics; Reductionism; Living systems; Anticipation (artificial intelligence); Cognitive science; Sign (mathematics); Sociology; Psychology; Semiotics; Computer science; Philosophy; Artificial intelligence","score_opus":0.20752963447882247,"score_gpt":0.47042206919975654,"score_spread":0.26289243472093404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2749091255","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19884653,0.007932723,0.4598643,0.04072061,0.00066476455,0.000084523585,0.000058981317,0.0002452132,0.29158238],"genre_scores_gemma":[0.9759715,0.0013225542,0.017980734,0.0008164148,0.000111652196,0.00003972177,0.000015894171,0.000029698695,0.0037118294],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986708,0.0008377922,0.000038719067,0.00018648586,0.00015090093,0.00011526693],"domain_scores_gemma":[0.9978442,0.0014729609,0.0002458244,0.00016868072,0.00010816083,0.00016009391],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002181206,0.00030785194,0.0002738822,0.00090330094,0.001260939,0.0042852303,0.00070531416,0.0013949482,0.0022556784],"category_scores_gemma":[0.003590285,0.00014541818,0.0003814897,0.0005702219,0.017169088,0.0083128065,0.0049924375,0.0019721151,0.00024198515],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009331561,0.000008738612,0.00028571096,0.000026251653,0.0000022551562,0.000056405795,0.0035824827,0.00061991287,0.0002079599,0.9890035,0.00019037066,0.006007164],"study_design_scores_gemma":[0.000005310724,0.000026720521,0.00038491754,0.000037778693,0.0000035312771,0.00007523638,0.0022598829,0.0022957716,0.0003326014,0.9796387,0.014926746,0.000012889188],"about_ca_topic_score_codex":0.001008112,"about_ca_topic_score_gemma":0.0010790912,"teacher_disagreement_score":0.0042852303,"about_ca_system_score_codex":0.0020998039,"about_ca_system_score_gemma":0.0012207028,"threshold_uncertainty_score":0.015235186},"labels":[],"label_agreement":null},{"id":"W2769419982","doi":"10.37693/pjos.2017.8.17327","title":"Culture in the layers of contemporary discourses and historical archives: A review of Anna Maria Lorusso’s Cultural Semiotics","year":2018,"lang":"en","type":"review","venue":"Public Journal of Semiotics","topic":"Italian Literature and Culture","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Semiotics of culture; Structuralism (philosophy of science); Visual semiotics; Social semiotics; Realm; Sociology; Perspective (graphical); Cultural studies; Aesthetics; Epistemology; Anthropology; Philosophy; Art; History; Visual arts; Archaeology","score_opus":0.0973554656216844,"score_gpt":0.3085171005389903,"score_spread":0.21116163491730588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769419982","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005000053,0.994334,0.00025073066,0.0012508576,0.0001656963,0.0000044849285,0.000007345219,0.000003820842,0.0034830533],"genre_scores_gemma":[0.012771495,0.9850397,0.00043112098,0.00062163745,0.0004837475,0.00002215391,0.000016450802,0.00000819977,0.00060546485],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99795735,0.0012209626,0.00019442172,0.00016794537,0.0003613884,0.00009787408],"domain_scores_gemma":[0.9953056,0.0038277688,0.0003154702,0.00010839388,0.00036229423,0.00008052023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028465157,0.0009065476,0.0013036677,0.009646727,0.0016978218,0.0054103397,0.0006787126,0.0018509642,0.0022816695],"category_scores_gemma":[0.0050098374,0.00052049296,0.00045812834,0.011154711,0.0062493617,0.007565163,0.002593333,0.0019905479,0.00066777226],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064654836,0.00005900481,0.0011587929,0.031063601,0.00010644187,0.000578103,0.042117536,0.00028457693,0.0007990255,0.17084481,0.027561333,0.72536206],"study_design_scores_gemma":[0.000004758035,0.00004066018,0.0032693378,0.03561827,0.000059042413,0.0013223146,0.011031532,0.00006924152,0.00029851764,0.016554119,0.93169695,0.000035269928],"about_ca_topic_score_codex":0.004901001,"about_ca_topic_score_gemma":0.0067399954,"teacher_disagreement_score":0.009646727,"about_ca_system_score_codex":0.0031700435,"about_ca_system_score_gemma":0.0045793992,"threshold_uncertainty_score":0.02300036},"labels":[],"label_agreement":null},{"id":"W2774861488","doi":"10.37693/pjos.2017.8.16989","title":"Annuntiatio Domini: Metaphoric conceptualization and gesture analysis in painted representations of the Annunciation","year":2017,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Gesture; Conceptualization; Metaphor; Gratitude; Linguistics; Painting; Surprise; Art; Psychology; Aesthetics; Communication; Visual arts; Philosophy; Social psychology","score_opus":0.02845459408943708,"score_gpt":0.31984835433942116,"score_spread":0.2913937602499841,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774861488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5204237,0.005398709,0.07850991,0.0038086248,0.00030635422,0.00006208841,0.00012242541,0.00022850919,0.39113972],"genre_scores_gemma":[0.98945224,0.00049819314,0.0049071102,0.000086029715,0.0000252855,0.000024594974,0.000022972465,0.00003557227,0.0049480507],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996195,0.00021464568,0.000007811351,0.000044830962,0.00007490452,0.000038227616],"domain_scores_gemma":[0.99971753,0.00015074307,0.000042655534,0.00004002389,0.000027934862,0.000021143145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050789723,0.0003544232,0.00015337215,0.0009967388,0.0011495267,0.0031885493,0.00040812267,0.00075243803,0.0027658488],"category_scores_gemma":[0.001886785,0.00012438964,0.0002249974,0.00059653487,0.007323125,0.0026216367,0.0016528497,0.00091397204,0.00020962789],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014528813,0.000015767078,0.001562513,0.00030097624,0.000015613226,0.0014918572,0.21659166,0.0014517809,0.019750196,0.7225202,0.002031856,0.03412232],"study_design_scores_gemma":[0.000058376976,0.00023351124,0.024522858,0.0011296622,0.0000695896,0.006088427,0.22234613,0.017745584,0.013660434,0.27053985,0.44341254,0.00019300068],"about_ca_topic_score_codex":0.0015132712,"about_ca_topic_score_gemma":0.0017264986,"teacher_disagreement_score":0.0031885493,"about_ca_system_score_codex":0.0009931949,"about_ca_system_score_gemma":0.00039328003,"threshold_uncertainty_score":0.009252608},"labels":[],"label_agreement":null},{"id":"W2788373524","doi":"10.37693/pjos.2017.8.17326","title":"Eye-tracking the semiotic effects of layout on viewing print advertisements","year":2018,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Digital Communication and Language","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Research Committee, Aristotle University of Thessaloniki; Aristotle University of Thessaloniki","keywords":"Semiotics; Reading (process); Meaning (existential); Point (geometry); Eye tracking; Computer science; Relation (database); Advertising; Linguistics; Psychology; Artificial intelligence; Mathematics","score_opus":0.02304353807911644,"score_gpt":0.2930377064308501,"score_spread":0.2699941683517336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788373524","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99251854,0.00012566558,0.0024966511,0.000026428728,0.000013234006,0.000035319405,0.00007601408,0.00004731499,0.004660708],"genre_scores_gemma":[0.9966953,0.0000830302,0.0020493476,0.000023674214,0.0000075939447,0.000029438012,0.000056385226,0.000018670442,0.0010365634],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99953973,0.00018844043,0.00002332702,0.00009400432,0.00010691328,0.000047594476],"domain_scores_gemma":[0.99514055,0.00375872,0.00042453955,0.00024224508,0.00034181765,0.00009210919],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038048474,0.00022028708,0.00017854945,0.0004879901,0.0002496618,0.0007050876,0.0001682934,0.00039393592,0.0025118338],"category_scores_gemma":[0.0069667934,0.00017267476,0.0001591339,0.00042860027,0.0004006493,0.00061540003,0.00042855085,0.00045331186,0.00024833684],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032513284,0.00034649577,0.039892137,0.00039248084,0.000098954864,0.000687086,0.02039686,0.0011508304,0.84764355,0.0011546846,0.00074247445,0.084243216],"study_design_scores_gemma":[0.00012953932,0.0020405971,0.8892782,0.000098243625,0.00014365591,0.0009448362,0.007303291,0.005242627,0.0901579,0.001199865,0.0033672103,0.00009420367],"about_ca_topic_score_codex":0.0023561365,"about_ca_topic_score_gemma":0.002496089,"teacher_disagreement_score":0.0025118338,"about_ca_system_score_codex":0.00024780846,"about_ca_system_score_gemma":0.00015272421,"threshold_uncertainty_score":0.008402884},"labels":[],"label_agreement":null},{"id":"W2905727681","doi":"10.37693/pjos.2018.8.18694","title":"An analysis of semiotic and mimetic processes in Australopithecus afarensis","year":2018,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"University of Colorado Colorado Springs; Lunds Universitet; University of Michigan","keywords":"Semiotics; Indexicality; Cognitive science; Primatology; Linguistics; Sociology; Psychology; Philosophy; Anthropology","score_opus":0.024487290051805184,"score_gpt":0.32585616062657635,"score_spread":0.3013688705747712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2905727681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9903161,0.00032757357,0.0023294352,0.000060449507,0.000005937788,0.000021018988,0.00006423614,0.000014701915,0.00686067],"genre_scores_gemma":[0.99641246,0.00011269906,0.00261894,0.00000933189,0.000003070764,0.000015403128,0.000046790778,0.000006269098,0.00077510206],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99977297,0.00007665845,0.00001389568,0.00006596056,0.000043624637,0.00002689646],"domain_scores_gemma":[0.9995648,0.00021945871,0.00006854658,0.000019426921,0.00008812013,0.0000395356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026423886,0.00023529909,0.00019288149,0.0013776388,0.0010654934,0.00065069896,0.00018167966,0.0004166303,0.0019633987],"category_scores_gemma":[0.0012490097,0.0001038558,0.00018862543,0.00082572986,0.0018794689,0.00037708535,0.00071465195,0.00035195946,0.00017856408],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00086365355,0.0001378267,0.14077666,0.0011802218,0.00010822528,0.005317691,0.15968704,0.0025287939,0.41108927,0.012791904,0.0006071259,0.2649116],"study_design_scores_gemma":[0.000014438662,0.00047440015,0.93646866,0.000088881985,0.00006255848,0.0043881014,0.03422878,0.004540877,0.0059503936,0.005262966,0.008450103,0.000069803136],"about_ca_topic_score_codex":0.010312163,"about_ca_topic_score_gemma":0.014660368,"teacher_disagreement_score":0.010312163,"about_ca_system_score_codex":0.0005380328,"about_ca_system_score_gemma":0.0006173039,"threshold_uncertainty_score":0.020504296},"labels":[],"label_agreement":null},{"id":"W2970736967","doi":"10.37693/pjos.2018.8.19872","title":"Stories of resistance in Greek street Art: A cognitive-semiotic approach","year":2019,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Narrativity; Semiotics; Narrative; Multimodality; Metaphor; Deixis; Sociology; Linguistics; Aesthetics; Psychology; Visual arts; Literature; Art; Philosophy","score_opus":0.03844988768880156,"score_gpt":0.31088290658552925,"score_spread":0.27243301889672766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2970736967","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5599313,0.0067393575,0.036633696,0.00687032,0.0003044203,0.00019758311,0.00019324597,0.00011987879,0.3890102],"genre_scores_gemma":[0.9927286,0.00072047417,0.0024400572,0.00012774204,0.00003609021,0.00004609383,0.000039789364,0.000027535227,0.003833585],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99604297,0.003192845,0.00008603245,0.00019738337,0.00030032857,0.00018046724],"domain_scores_gemma":[0.9966042,0.002623258,0.00028150762,0.00022094943,0.00013200428,0.0001380183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022376848,0.0007980448,0.0003156445,0.0031496242,0.004474901,0.00988027,0.0011427434,0.0019856025,0.002911987],"category_scores_gemma":[0.0057151583,0.00033837502,0.00044647747,0.0016389599,0.026881808,0.0081718555,0.0054787262,0.0016891226,0.00034438286],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003905773,0.000020888698,0.00066853553,0.00017583129,0.000011083425,0.0013093548,0.7178366,0.00043548533,0.00080131623,0.2697825,0.0007920045,0.008127252],"study_design_scores_gemma":[0.000020247538,0.000054749642,0.0024567633,0.0006107135,0.0000208251,0.0024273272,0.6594792,0.0016803482,0.0012150407,0.14275633,0.18923675,0.000041641557],"about_ca_topic_score_codex":0.0011604545,"about_ca_topic_score_gemma":0.0011552001,"teacher_disagreement_score":0.00988027,"about_ca_system_score_codex":0.0032756454,"about_ca_system_score_gemma":0.000709161,"threshold_uncertainty_score":0.023766577},"labels":[],"label_agreement":null},{"id":"W2972388386","doi":"10.37693/pjos.2018.8.19983","title":"The wheel of time: How abstract concepts emerge","year":2019,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Chariot; Sanskrit; Cognitive linguistics; Metaphor; Linguistics; Abstraction; Philosophy; Epistemology; Cognition; Conceptual metaphor; Literature; Cognitive science; Psychology; Art; History","score_opus":0.020172334085632754,"score_gpt":0.2968789933535878,"score_spread":0.27670665926795507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972388386","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.090855695,0.015777597,0.56840724,0.026122447,0.0015107894,0.00022218072,0.00055477716,0.00053517503,0.29601413],"genre_scores_gemma":[0.86224544,0.0046226936,0.116098784,0.0015957877,0.000331978,0.00038439597,0.00034104055,0.0004400412,0.013939835],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99656016,0.0021036882,0.00013481217,0.00045665476,0.000493467,0.00025118445],"domain_scores_gemma":[0.99581844,0.0025745882,0.0003209584,0.0006665461,0.0003732024,0.0002462341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0057614786,0.0007729944,0.0007917627,0.0040414464,0.003733318,0.016365776,0.0015978538,0.0026601308,0.004283284],"category_scores_gemma":[0.010929062,0.0006158641,0.0010733549,0.0033193992,0.037266888,0.033529274,0.005511051,0.005172106,0.0009056078],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070694564,0.0000029790544,0.000084669125,0.00003435448,0.0000038055327,0.000053195155,0.011789949,0.00017699078,0.00014817753,0.9848862,0.00037025678,0.002442397],"study_design_scores_gemma":[0.000006918467,0.000007846494,0.00013462141,0.00006493856,0.0000043555447,0.00009246899,0.004594186,0.00070292474,0.000115879375,0.96907055,0.025191408,0.0000139905305],"about_ca_topic_score_codex":0.0036372584,"about_ca_topic_score_gemma":0.0023369729,"teacher_disagreement_score":0.016365776,"about_ca_system_score_codex":0.0031804089,"about_ca_system_score_gemma":0.0021474508,"threshold_uncertainty_score":0.030469954},"labels":[],"label_agreement":null},{"id":"W2999512191","doi":"10.37693/pjos.2018.8.20257","title":"The Central Role of Imagination in Linguistics, Philosophy and Logic","year":2019,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Objectivism; Contradiction; Skepticism; Philosophy; Epistemology; Rationality; Key (lock); Semantics (computer science); Linguistics; Computer science","score_opus":0.015273622999797296,"score_gpt":0.2744038728134378,"score_spread":0.2591302498136405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999512191","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05489887,0.062960364,0.30713606,0.11981657,0.002867493,0.0001005808,0.00016892848,0.00036156466,0.45168963],"genre_scores_gemma":[0.94364715,0.011525998,0.025766606,0.005603246,0.0022374797,0.00016724491,0.00006814235,0.0001626565,0.010821411],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9948251,0.0036785472,0.00023063146,0.0005054895,0.0005355075,0.00022464246],"domain_scores_gemma":[0.98941576,0.008043477,0.00067925925,0.0010665093,0.00041279904,0.00038215733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005237662,0.00080868293,0.0008021631,0.001652402,0.004166213,0.010427441,0.0014774759,0.0037069446,0.0029369283],"category_scores_gemma":[0.0074383323,0.0003769238,0.0005694013,0.0015212187,0.065441616,0.013100029,0.0049528503,0.005882591,0.0009883135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007932043,0.0000050701306,0.000079334015,0.000050481227,0.00000259555,0.00002771765,0.0035280013,0.000063390326,0.00010479803,0.99218154,0.0007437809,0.0032054973],"study_design_scores_gemma":[0.0000041980084,0.000012487433,0.00010980786,0.000079592166,0.000003267317,0.0000856988,0.0010696858,0.00019395413,0.0001369152,0.9766683,0.021627756,0.00000830099],"about_ca_topic_score_codex":0.001199108,"about_ca_topic_score_gemma":0.0006890252,"teacher_disagreement_score":0.010427441,"about_ca_system_score_codex":0.0025663357,"about_ca_system_score_gemma":0.0018296161,"threshold_uncertainty_score":0.027699769},"labels":[],"label_agreement":null},{"id":"W3007587715","doi":"10.37693/pjos.2019.9.21388","title":"Choice awareness and manipulation blindness: A cognitive semiotic exploration of choice-making","year":2020,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Psychology; Blindness; Cognition; Freedom of choice; Cognitive psychology; Preference; Task (project management); Multiple choice; Inattentional blindness; Social psychology; Perception; Medicine","score_opus":0.1409578090562585,"score_gpt":0.3589347705009906,"score_spread":0.2179769614447321,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007587715","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12564524,0.0021035476,0.760438,0.0037022664,0.00024687484,0.00029338372,0.00015896068,0.00033484932,0.10707679],"genre_scores_gemma":[0.88053197,0.00051070127,0.11596012,0.00028277806,0.00008543918,0.00031731703,0.0000779678,0.000086010965,0.0021476052],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99206185,0.0053564636,0.00042897937,0.0008204789,0.00102755,0.00030466338],"domain_scores_gemma":[0.97569853,0.018666843,0.001940581,0.0024341522,0.0007935008,0.00046646327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0073465393,0.0007236976,0.0005379684,0.0027432384,0.0018787562,0.0071575106,0.0011861557,0.001697425,0.0028464547],"category_scores_gemma":[0.019319702,0.0004932043,0.0014416992,0.0015979542,0.029833801,0.011184838,0.006857134,0.002624315,0.0002782288],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017097339,0.000054473003,0.0017456855,0.0002709603,0.000025702431,0.0003127999,0.054848302,0.0011816489,0.0065177064,0.9176,0.0003850081,0.016886735],"study_design_scores_gemma":[0.000049627055,0.00017656764,0.0029021425,0.00015289578,0.000037144815,0.0008462607,0.009519715,0.010894234,0.0051940805,0.94454724,0.025585556,0.000094556184],"about_ca_topic_score_codex":0.0010717859,"about_ca_topic_score_gemma":0.00055862474,"teacher_disagreement_score":0.0073465393,"about_ca_system_score_codex":0.0017807515,"about_ca_system_score_gemma":0.0012849756,"threshold_uncertainty_score":0.03885269},"labels":[],"label_agreement":null},{"id":"W3007815199","doi":"10.37693/pjos.2019.9.20283","title":"Referential iconicity in music and speech","year":2020,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Lunds Universitet","keywords":"Iconicity; Linguistics; Arbitrariness; Semiotics; Meaning (existential); Musical; Psychology; Syllable; Cognitive linguistics; Indexicality; Sound symbolism; Cognition; Art; Literature; Philosophy","score_opus":0.06064351018566153,"score_gpt":0.29556733710871874,"score_spread":0.23492382692305722,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007815199","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91677034,0.0008792751,0.013222721,0.00021141318,0.0000851461,0.0001103876,0.000042762487,0.00006911504,0.06860892],"genre_scores_gemma":[0.9957917,0.00010048983,0.0022571252,0.000043863343,0.000012726064,0.000032887045,0.00003031691,0.000011065373,0.0017198754],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9978726,0.00069909706,0.00017299977,0.0006049009,0.00046165579,0.00018881813],"domain_scores_gemma":[0.99723023,0.0014244578,0.00041385234,0.0005372852,0.00017904748,0.00021512086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015611129,0.0005539894,0.00033873084,0.0010887848,0.0008382565,0.0041219066,0.00076983304,0.00069713994,0.005994071],"category_scores_gemma":[0.0063055563,0.00023120623,0.0003173484,0.00062038034,0.006858826,0.0023311046,0.0034519203,0.00083168596,0.0003385954],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020907875,0.00067496725,0.05883736,0.0019000461,0.000104558014,0.0023266503,0.222767,0.0015430062,0.18471192,0.27720147,0.0010683914,0.24677385],"study_design_scores_gemma":[0.00027336203,0.0033025984,0.5265116,0.00060999306,0.00028457842,0.0050568637,0.118499145,0.0102013815,0.14116527,0.15157557,0.042035986,0.00048371984],"about_ca_topic_score_codex":0.0013981402,"about_ca_topic_score_gemma":0.0009404845,"teacher_disagreement_score":0.005994071,"about_ca_system_score_codex":0.0007525431,"about_ca_system_score_gemma":0.0005568327,"threshold_uncertainty_score":0.020052195},"labels":[],"label_agreement":null},{"id":"W3094341230","doi":"10.37693/pjos.2019.9.22182","title":"Interpreting the concept of sedimentation in Husserl’s Origin of Geometry","year":2020,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Phenomenology and Existential Philosophy","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Epistemology; Dialectic; Constructive; Philosophy; Context (archaeology); Abstraction; Phenomenology (philosophy); Geometry; Sociology; Process (computing); Mathematics; Computer science; History","score_opus":0.060745899121488915,"score_gpt":0.3299088951028527,"score_spread":0.2691629959813638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094341230","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12347904,0.020440975,0.19793789,0.093448155,0.0027016473,0.00012376765,0.0001380112,0.0003119346,0.56141865],"genre_scores_gemma":[0.96015334,0.002403464,0.019057963,0.003421353,0.0006557258,0.00006812402,0.00003340337,0.0001005944,0.014106032],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99698085,0.0019489492,0.00008314338,0.00025569843,0.0005077603,0.00022360832],"domain_scores_gemma":[0.99793243,0.0013790791,0.00021801001,0.00015921534,0.00021005025,0.00010115904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003988156,0.0006380198,0.000506557,0.0023515162,0.0043238318,0.005755216,0.0011981147,0.0035474978,0.0024371766],"category_scores_gemma":[0.005120512,0.00030245248,0.0004949041,0.0018196122,0.047419667,0.0094566485,0.00565073,0.0038162721,0.00039698332],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008874484,0.0000022808629,0.000058427773,0.000010762938,9.5246867e-7,0.00004670385,0.00742693,0.00008662061,0.000045445482,0.99064714,0.0005369222,0.0011290768],"study_design_scores_gemma":[0.000013592167,0.00001781576,0.00021897288,0.000052566524,0.0000047693934,0.0001451166,0.0041081607,0.00066355924,0.00033031518,0.944364,0.050062116,0.00001900066],"about_ca_topic_score_codex":0.002868023,"about_ca_topic_score_gemma":0.0029434285,"teacher_disagreement_score":0.005755216,"about_ca_system_score_codex":0.004983374,"about_ca_system_score_gemma":0.0019221398,"threshold_uncertainty_score":0.03615713},"labels":[],"label_agreement":null},{"id":"W3119137321","doi":"10.37693/pjos.2020.9.22417","title":"Michelangelo, the Duck and the Rabbit","year":2021,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Semiotics and Representation Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Narrative; Apprehension; Epistemology; Sociology; Social semiotics; Linguistics; Aesthetics; Philosophy","score_opus":0.04418018765455388,"score_gpt":0.242126630572349,"score_spread":0.19794644291779512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119137321","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043686274,0.01181645,0.0075350734,0.019550161,0.00044853304,0.000017675282,0.00005586219,0.00008791508,0.9168021],"genre_scores_gemma":[0.89996964,0.0025297706,0.0024590169,0.0012863043,0.00014184685,0.000025141611,0.000026577787,0.00008280058,0.09347891],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989575,0.0006108359,0.000022838103,0.00019449375,0.00011948043,0.00009481536],"domain_scores_gemma":[0.9993224,0.00030303176,0.000081802384,0.00013303643,0.00007502736,0.00008465461],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009339948,0.00037009877,0.0002218606,0.0005986936,0.004312572,0.006704232,0.0004050564,0.0017501626,0.005632089],"category_scores_gemma":[0.0024025342,0.00021073391,0.00020107623,0.00043739463,0.014500458,0.0046199695,0.0022033437,0.0017130214,0.0011060132],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020206078,0.0000043020814,0.00024360228,0.000034303677,0.0000022937804,0.0001973222,0.018662924,0.00005846131,0.00019072591,0.9705813,0.00482642,0.005178203],"study_design_scores_gemma":[0.000014163207,0.000033159173,0.000656239,0.00021174109,0.0000071518934,0.0007813149,0.016487112,0.0002821816,0.00042564535,0.2523314,0.7287465,0.000023413908],"about_ca_topic_score_codex":0.005367179,"about_ca_topic_score_gemma":0.010923212,"teacher_disagreement_score":0.006704232,"about_ca_system_score_codex":0.003666613,"about_ca_system_score_gemma":0.0009012617,"threshold_uncertainty_score":0.026603222},"labels":[],"label_agreement":null},{"id":"W3128642137","doi":"10.37693/pjos.2020.9.22012","title":"Revisiting the life of things: A cognitive semiotic study of the agency of artefacts in Amazonia","year":2021,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Universidad Nacional de Colombia","keywords":"Agency (philosophy); Relation (database); Situated; Semiotics; Epistemology; Cognition; Non-human; Sociology; Function (biology); Psychology; Social psychology; Cognitive science; Computer science; Artificial intelligence; Philosophy","score_opus":0.056466291845457886,"score_gpt":0.28722717246029905,"score_spread":0.23076088061484118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128642137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89952976,0.0027840468,0.024835205,0.004617041,0.000054656193,0.0001224873,0.00005954243,0.00002864311,0.0679686],"genre_scores_gemma":[0.99718165,0.00023879019,0.0017253954,0.00006164231,0.000004311722,0.0000167898,0.000006257254,0.000009445136,0.00075577776],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99765813,0.0016814931,0.00007383707,0.00019780755,0.00018107648,0.00020755909],"domain_scores_gemma":[0.99738544,0.0019036148,0.00026466907,0.0001904223,0.00012794496,0.00012797817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025169093,0.00029729534,0.0003649025,0.001162535,0.0049152286,0.004489316,0.0006309644,0.0009697076,0.0012029107],"category_scores_gemma":[0.0042207274,0.0002808079,0.00038996577,0.001203792,0.021927904,0.0052477526,0.0037589923,0.0013137645,0.00010024297],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026149093,0.000012406665,0.0022422527,0.00010269261,0.000004545002,0.0009797671,0.9328965,0.00011317591,0.0030600238,0.054115646,0.000159105,0.006287701],"study_design_scores_gemma":[0.000018264353,0.00006969737,0.01709339,0.00035952125,0.000028010694,0.0020896993,0.8352822,0.0015184499,0.0020470922,0.050666142,0.090780176,0.000047388676],"about_ca_topic_score_codex":0.0231251,"about_ca_topic_score_gemma":0.0408183,"teacher_disagreement_score":0.0231251,"about_ca_system_score_codex":0.0044941534,"about_ca_system_score_gemma":0.0022123798,"threshold_uncertainty_score":0.04598099},"labels":[],"label_agreement":null},{"id":"W3142183620","doi":"10.37693/pjos.2020.9.21856","title":"Representation as repression: A First Peoples context","year":2021,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"African history and culture studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Eurostars","keywords":"Representation (politics); Semiotics; Tourism; Context (archaeology); Government (linguistics); Consumption (sociology); Ethnic group; Autonomy; Colonialism; Sociology; History; Geography; Linguistics; Media studies; Gender studies; Political science; Anthropology; Social science; Archaeology; Politics; Law","score_opus":0.04439971608493799,"score_gpt":0.3201314307492131,"score_spread":0.2757317146642751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3142183620","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56148106,0.002736907,0.0047126245,0.0099358205,0.00020790822,0.00006106442,0.00006329556,0.000033814955,0.42076755],"genre_scores_gemma":[0.99336326,0.0004157987,0.00029008833,0.00014945489,0.000025642612,0.00002019826,0.000009219207,0.000013240078,0.005712974],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9969958,0.0020823788,0.000038326732,0.00013533238,0.00025296534,0.00049532816],"domain_scores_gemma":[0.99794656,0.0014215169,0.00023223314,0.00014496637,0.00011339283,0.00014134958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016918145,0.00043773212,0.00037238823,0.0019263607,0.009733672,0.01129909,0.0009787141,0.0015839753,0.006764684],"category_scores_gemma":[0.0036670365,0.00020684942,0.00025822618,0.0019487963,0.027904144,0.0039051238,0.0056209587,0.0026603106,0.0003698554],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003390829,0.00002556329,0.0009868483,0.00008074663,0.0000030656659,0.00073678326,0.648601,0.00010130872,0.00062510784,0.34211072,0.0009942842,0.005700746],"study_design_scores_gemma":[0.000013295201,0.000055941,0.0033248772,0.00042904646,0.000009749768,0.0012499612,0.8093878,0.00040110282,0.0011069044,0.033421315,0.15058148,0.00001846261],"about_ca_topic_score_codex":0.011553814,"about_ca_topic_score_gemma":0.010694041,"teacher_disagreement_score":0.011553814,"about_ca_system_score_codex":0.0060883216,"about_ca_system_score_gemma":0.0016265955,"threshold_uncertainty_score":0.044174016},"labels":[],"label_agreement":null},{"id":"W3149859131","doi":"10.37693/pjos.2019.9.21969","title":"Interpreting the concept of sedimentation in Husserl’s Origin of Geometry","year":2020,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Linguistic research and analysis","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Epistemology; Dialectic; Philosophy; Semiotics; Phenomenology (philosophy); Context (archaeology); Constructive; Abstraction; Linguistics; Sociology; Process (computing); History; Computer science","score_opus":0.06624857258764422,"score_gpt":0.30324859480078276,"score_spread":0.23700002221313854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3149859131","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09103842,0.023641553,0.15224366,0.12296863,0.0035125625,0.00010953767,0.00019592581,0.00036283824,0.60592693],"genre_scores_gemma":[0.94108015,0.0033157764,0.023383131,0.0052881488,0.0011984576,0.00008538465,0.00005946257,0.0001652362,0.025424134],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99636024,0.002226496,0.000106245614,0.0003654906,0.0006725568,0.00026898924],"domain_scores_gemma":[0.99733365,0.0017146069,0.0002887664,0.00020511844,0.00032321215,0.00013459579],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004248924,0.0006849588,0.000549315,0.0028305491,0.005366169,0.0066300775,0.0014312977,0.004051001,0.0034363612],"category_scores_gemma":[0.0066462676,0.0003701145,0.0005405984,0.0023813918,0.044324137,0.010601223,0.006181042,0.0042254054,0.0005603381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008500966,0.000002525937,0.000072584335,0.000010025837,9.209051e-7,0.000047278125,0.005830475,0.00009345772,0.000030389841,0.9916148,0.000956092,0.0013329636],"study_design_scores_gemma":[0.000016157954,0.00001745376,0.00027358547,0.000065627704,0.0000054354973,0.00014702132,0.0035765946,0.00081941945,0.00031700352,0.9133265,0.08141141,0.00002381909],"about_ca_topic_score_codex":0.004936624,"about_ca_topic_score_gemma":0.004972717,"teacher_disagreement_score":0.0070994426,"about_ca_system_score_codex":0.0070994426,"about_ca_system_score_gemma":0.0025323648,"threshold_uncertainty_score":0.051510334},"labels":[],"label_agreement":null},{"id":"W4200412909","doi":"10.37693/pjos.2021.9.23480","title":"Right for the wrong reason; wrong for the right reason: Gibson and Arnheim on picture perception","year":2021,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Naturalism; Philosophy; Epistemology; Lifeworld; Perception","score_opus":0.03953311018799141,"score_gpt":0.289847385932336,"score_spread":0.2503142757443446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200412909","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1451851,0.11025998,0.12989444,0.1589044,0.0053001917,0.00012092466,0.00009868585,0.00029854322,0.4499378],"genre_scores_gemma":[0.95352656,0.014355481,0.014048416,0.0053985748,0.0009110277,0.00007196647,0.000029144407,0.00022671458,0.011432086],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99698395,0.0018716335,0.000077607634,0.00027925204,0.0006212659,0.00016630418],"domain_scores_gemma":[0.9974928,0.0018131448,0.00012535843,0.00014947429,0.0003299761,0.00008934067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027246485,0.00047995948,0.00043263583,0.0018727052,0.0026748474,0.005158233,0.0005690071,0.0027056322,0.0012648532],"category_scores_gemma":[0.007860431,0.0003924024,0.0004464422,0.0012694721,0.024258958,0.008921248,0.0027489692,0.0041013956,0.0003026362],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034363544,0.000012059702,0.00022282288,0.00006132102,0.000008743058,0.0001475387,0.026172442,0.00021397586,0.000454259,0.95684266,0.0038500233,0.011979824],"study_design_scores_gemma":[0.000013752253,0.000038242877,0.00091218424,0.00017008455,0.000020989572,0.00028399768,0.0071858307,0.000983555,0.00039553043,0.9349528,0.0549896,0.000053378077],"about_ca_topic_score_codex":0.011871805,"about_ca_topic_score_gemma":0.0073339064,"teacher_disagreement_score":0.011871805,"about_ca_system_score_codex":0.0028999613,"about_ca_system_score_gemma":0.001386831,"threshold_uncertainty_score":0.023605406},"labels":[],"label_agreement":null},{"id":"W4235234849","doi":"10.37693/pjos.2011.3.8834","title":"Languaging Behaviour as Catalytic Process: Steps Towards a Theory of Living Language (PART II)","year":2011,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Social Representations and Identity","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Process (computing); Linguistics; Sociology; Epistemology; Computer science; Cognitive science; Psychology; Philosophy; Programming language","score_opus":0.05456478596698786,"score_gpt":0.35085584744720133,"score_spread":0.29629106148021345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235234849","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034838617,0.002800496,0.7661836,0.008258048,0.00038904775,0.00027974398,0.00012483606,0.00033996755,0.18678565],"genre_scores_gemma":[0.8232274,0.0021687443,0.14914586,0.0012234303,0.00030440144,0.0007294172,0.00020568074,0.00024935408,0.022745654],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9990702,0.0004781653,0.000061238374,0.00014616887,0.000146974,0.00009726504],"domain_scores_gemma":[0.99853766,0.0008640596,0.0001201128,0.0002555951,0.0001436978,0.00007891733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021130103,0.00058987405,0.00060042564,0.0010133509,0.0012112441,0.006516267,0.0018907998,0.0025915636,0.009380942],"category_scores_gemma":[0.0024616614,0.00037528956,0.0018520039,0.00091830513,0.016492985,0.007729651,0.0021476704,0.0025524357,0.0017337713],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035412659,0.000010274225,0.00010290685,0.00003559786,0.0000045079437,0.000029123452,0.0012244132,0.00050080265,0.00022736713,0.99493563,0.00031933843,0.0026063619],"study_design_scores_gemma":[0.0000058422097,0.000026584232,0.0004215702,0.000055279943,0.000010930372,0.00009451121,0.0008134286,0.006773112,0.0005428562,0.98332757,0.007914425,0.0000139728],"about_ca_topic_score_codex":0.0016237707,"about_ca_topic_score_gemma":0.0007900372,"teacher_disagreement_score":0.009380942,"about_ca_system_score_codex":0.0014217563,"about_ca_system_score_gemma":0.0015121044,"threshold_uncertainty_score":0.031382382},"labels":[],"label_agreement":null},{"id":"W4245762671","doi":"10.37693/pjos.2007.1.8815","title":"Semiotic Machine","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Semiotics; Semiosis; Epistemology; Embodied cognition; Semiotics of culture; Perspective (graphical); Reductionism; Variety (cybernetics); Linguistics; Sociology; Computer science; Philosophy; Artificial intelligence","score_opus":0.055724541541612646,"score_gpt":0.245292027065326,"score_spread":0.18956748552371333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245762671","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005451197,0.0067215734,0.276083,0.018660406,0.002961877,0.00020885357,0.0006735244,0.001218593,0.68802106],"genre_scores_gemma":[0.5753632,0.008241696,0.19676845,0.009244643,0.0036134867,0.0010730516,0.0017791134,0.0013993836,0.20251705],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9912793,0.004318399,0.00082305534,0.0016091998,0.0014721332,0.0004979212],"domain_scores_gemma":[0.9923173,0.0036022488,0.00044082062,0.0019341239,0.0012601096,0.0004453829],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005024669,0.0010902763,0.0010574476,0.0033163007,0.004670539,0.0126709845,0.0018720262,0.0039495034,0.022244902],"category_scores_gemma":[0.010335412,0.0005859338,0.0015097815,0.002099765,0.030038185,0.014138595,0.006826932,0.0040066116,0.009180712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064859123,0.0000035046812,0.000035932728,0.000041268333,0.0000034972493,0.000037426824,0.00083716743,0.00012417445,0.00010854284,0.99176764,0.0033104517,0.0037237932],"study_design_scores_gemma":[0.000007153373,0.000010594325,0.000055492037,0.00009442349,0.000004500111,0.0001870714,0.0005587732,0.0007532741,0.00031676918,0.7386718,0.25932536,0.000014811635],"about_ca_topic_score_codex":0.0015057778,"about_ca_topic_score_gemma":0.00087393174,"teacher_disagreement_score":0.022244902,"about_ca_system_score_codex":0.0044648135,"about_ca_system_score_gemma":0.0028357652,"threshold_uncertainty_score":0.07441658},"labels":[],"label_agreement":null},{"id":"W4293211612","doi":"10.37693/pjos.2022.10.24473","title":"Equivalence and polyvalence: A case for the stratification of semantics","year":2022,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Vetenskapsrådet","keywords":"Equivalence (formal languages); Valence (chemistry); Linguistics; Computer science; Argument (complex analysis); Epistemology; Natural language processing; Pure mathematics; Chemistry; Mathematics; Philosophy; Organic chemistry","score_opus":0.0631782985431908,"score_gpt":0.27546749779644547,"score_spread":0.21228919925325468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293211612","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14359571,0.0028290444,0.51602334,0.011750388,0.0005907562,0.00019795893,0.00011988121,0.00027754912,0.32461536],"genre_scores_gemma":[0.97389233,0.00037808888,0.02071786,0.00057144463,0.00012821486,0.00013521928,0.0000468289,0.00007751627,0.0040526455],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.988468,0.006466091,0.0007283026,0.0012933952,0.002016431,0.0010278131],"domain_scores_gemma":[0.9935546,0.0033946992,0.00048639622,0.0014993106,0.0006898634,0.00037509188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007137063,0.00058112486,0.0009477139,0.0034301877,0.004920953,0.0069024623,0.0013173493,0.0021372775,0.0033808483],"category_scores_gemma":[0.011183989,0.00058671227,0.0012838667,0.0017428586,0.043676976,0.019059835,0.0120700365,0.0042095394,0.0004767487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008067561,0.000003603288,0.00009775506,0.000008539877,0.0000022685442,0.000028405102,0.0015595336,0.00006603812,0.00005582519,0.99678564,0.000075378346,0.0013089889],"study_design_scores_gemma":[0.000005422699,0.0000085072725,0.00010555469,0.000019414949,0.000003594965,0.00005099766,0.00060318416,0.00033006843,0.00008271352,0.9944338,0.004351744,0.00000493474],"about_ca_topic_score_codex":0.0013332862,"about_ca_topic_score_gemma":0.0007448785,"teacher_disagreement_score":0.007137063,"about_ca_system_score_codex":0.0034604839,"about_ca_system_score_gemma":0.0017728953,"threshold_uncertainty_score":0.03774482},"labels":[],"label_agreement":null},{"id":"W4293211813","doi":"10.37693/pjos.2022.10.24476","title":"Language Norms: What and where are they?","year":2022,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Explication; Wonder; Epistemology; Norm (philosophy); Linguistics; Phenomenology (philosophy); Relevance (law); Psychology; Philosophy","score_opus":0.02140212939639204,"score_gpt":0.22643449881144426,"score_spread":0.2050323694150522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293211813","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11048275,0.015832396,0.19344088,0.23100086,0.0022668827,0.0003127491,0.00059172715,0.00053549145,0.44553623],"genre_scores_gemma":[0.9714516,0.0028135893,0.01617655,0.003157291,0.0004914977,0.00031096645,0.00012146606,0.00019434078,0.005282743],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9724674,0.01903914,0.0010641487,0.0020239041,0.004006098,0.0013993181],"domain_scores_gemma":[0.9603913,0.019447457,0.004804326,0.0041496414,0.008267912,0.0029392436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.021924531,0.0005371993,0.0009257072,0.002294891,0.004549535,0.0129115665,0.0021380463,0.0035750126,0.003283573],"category_scores_gemma":[0.0472831,0.00035886318,0.00050644524,0.0018381445,0.057159748,0.03155131,0.004224908,0.004314139,0.000910308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002433659,0.000018364932,0.0018508882,0.00010346903,0.000012886972,0.00005512557,0.025455698,0.000121899444,0.00021704272,0.9530825,0.0024232166,0.016634565],"study_design_scores_gemma":[0.000010247587,0.000018923898,0.0015398746,0.00032502864,0.000011210852,0.00008760099,0.02756982,0.0004351293,0.0002421536,0.9269397,0.042786177,0.000034086286],"about_ca_topic_score_codex":0.0053655324,"about_ca_topic_score_gemma":0.0031962274,"teacher_disagreement_score":0.021924531,"about_ca_system_score_codex":0.0040308964,"about_ca_system_score_gemma":0.006509738,"threshold_uncertainty_score":0.11594933},"labels":[],"label_agreement":null},{"id":"W4293321945","doi":"10.37693/pjos.2022.10.24489","title":"Mechanisms involved in the formation of metaphorical classes within the framework of the class-inclusion model of metaphor comprehension","year":2022,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Metaphor; Class (philosophy); Metonymy; Linguistics; Literal (mathematical logic); Set (abstract data type); Comprehension; Literal and figurative language; Metaphor and metonymy; Antecedent (behavioral psychology); Psychology; Inclusion (mineral); Cognitive science; Computer science; Social psychology; Artificial intelligence; Philosophy","score_opus":0.047293608701606614,"score_gpt":0.2928618370663985,"score_spread":0.2455682283647919,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293321945","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21694121,0.0013873811,0.6460875,0.0032281168,0.00019895029,0.0004642013,0.0001695262,0.00088516716,0.13063794],"genre_scores_gemma":[0.93141514,0.0002890957,0.064480454,0.00017370068,0.00004566809,0.00026611952,0.00011211012,0.00011197678,0.0031057782],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99783736,0.0007729429,0.00010306406,0.00048410028,0.00051422947,0.00028841506],"domain_scores_gemma":[0.9976279,0.0013141824,0.0002780859,0.00033404186,0.0002766253,0.00016917993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030366671,0.0006084867,0.00079737476,0.0021071758,0.0013768144,0.004948357,0.0012107221,0.0016768345,0.004954263],"category_scores_gemma":[0.007171957,0.00070387824,0.0017959721,0.00075283146,0.0066851806,0.015459357,0.0034072336,0.002382287,0.0005400208],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012664964,0.00007701171,0.0015217739,0.000248957,0.000041248808,0.00027353427,0.020105695,0.0011021049,0.012210196,0.9338703,0.0007498245,0.029672572],"study_design_scores_gemma":[0.00007750287,0.000109953326,0.0043367655,0.00007946013,0.0000440383,0.00058862224,0.0032372712,0.01257332,0.0039673047,0.96719736,0.0077164103,0.00007191446],"about_ca_topic_score_codex":0.0014175781,"about_ca_topic_score_gemma":0.0005703823,"teacher_disagreement_score":0.004954263,"about_ca_system_score_codex":0.0012516261,"about_ca_system_score_gemma":0.0011060755,"threshold_uncertainty_score":0.016573608},"labels":[],"label_agreement":null},{"id":"W4312186683","doi":"10.37693/pjos.2022.10.24867","title":"On the Lookout for Dialogue: Towards an Extended Dialogism","year":2022,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Lunds Universitet","keywords":"Dictator; Normative; Literal (mathematical logic); Perspective (graphical); Relation (database); Sociology; Epistemology; Linguistics; Political science; Computer science; Philosophy; Law; Artificial intelligence; Politics","score_opus":0.05393508497911952,"score_gpt":0.3167789199905057,"score_spread":0.2628438350113862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312186683","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.058204662,0.013536744,0.52199894,0.067586295,0.0008090711,0.00020019175,0.00016890567,0.00045277175,0.33704245],"genre_scores_gemma":[0.9210505,0.0025147274,0.061446264,0.0023281693,0.00029766565,0.00019168969,0.00006975611,0.00012117766,0.01198007],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99296886,0.005588952,0.00015722805,0.0006049283,0.00039377343,0.00028618082],"domain_scores_gemma":[0.99562174,0.0028138745,0.0002520207,0.00053307257,0.0003305122,0.0004488382],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00809468,0.0005372902,0.00090799946,0.001247363,0.004240977,0.01217083,0.0014687546,0.0038938036,0.0043556998],"category_scores_gemma":[0.0063736397,0.00044776572,0.0008507712,0.0008214998,0.030766115,0.027226668,0.009432555,0.005300806,0.00077165494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001923714,0.0000060365865,0.00008497666,0.000058244354,0.0000034535585,0.0000669842,0.018530995,0.0001678003,0.00018421965,0.97622573,0.0004980196,0.004154236],"study_design_scores_gemma":[0.000015110438,0.000020679712,0.00012411366,0.00014281228,0.0000065282625,0.00011568577,0.011074317,0.001587002,0.00017604933,0.9512588,0.035462838,0.000016186385],"about_ca_topic_score_codex":0.0015984571,"about_ca_topic_score_gemma":0.0012082332,"teacher_disagreement_score":0.01217083,"about_ca_system_score_codex":0.0030706574,"about_ca_system_score_gemma":0.00227042,"threshold_uncertainty_score":0.042809308},"labels":[],"label_agreement":null},{"id":"W4379881142","doi":"10.37693/pjos.2023.10.24762","title":"Icons and metaphors in visual communication: The relevance of Peirce’s theory of iconicity for the analysis of visual communication","year":2023,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Visual Culture and Art Theory","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Iconicity; Relevance (law); Visual communication; Relevance theory; Linguistics; Psychology; Cognitive science; Communication; Cognitive psychology; Philosophy; Computer science; Neuroscience; Cognition; Multimedia; Political science","score_opus":0.06246724320009839,"score_gpt":0.3175782052431734,"score_spread":0.255110962043075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379881142","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05813652,0.012595055,0.45086268,0.019075802,0.0010903098,0.0001380827,0.00007983045,0.00015931432,0.4578624],"genre_scores_gemma":[0.93758506,0.003486141,0.04462938,0.0010085208,0.00047311667,0.00022149488,0.000037131547,0.00011265126,0.012446465],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9969003,0.0022436704,0.000106789914,0.00021997209,0.00038271034,0.00014658793],"domain_scores_gemma":[0.9940678,0.00441309,0.0003387122,0.0005070692,0.00048417863,0.0001891534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037205014,0.0006276712,0.00040206627,0.003965802,0.0032022397,0.0070152064,0.0008380178,0.0020813805,0.003871391],"category_scores_gemma":[0.008546092,0.00028026896,0.00058108417,0.0019921598,0.033207666,0.013990149,0.003378839,0.0031493097,0.00050690473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004327326,0.0000031320856,0.00006382369,0.000040382747,0.0000016940301,0.000074218384,0.008751304,0.00018682948,0.00014085665,0.98710585,0.00034703416,0.0032804373],"study_design_scores_gemma":[0.000008314046,0.000024531184,0.0002478689,0.00016175982,0.000005622143,0.00037830297,0.0074950256,0.0014629805,0.00055104913,0.9407892,0.048855066,0.000020280007],"about_ca_topic_score_codex":0.0014391615,"about_ca_topic_score_gemma":0.0006578448,"teacher_disagreement_score":0.0070152064,"about_ca_system_score_codex":0.002334965,"about_ca_system_score_gemma":0.0011453497,"threshold_uncertainty_score":0.019676149},"labels":[],"label_agreement":null},{"id":"W4385226019","doi":"10.37693/pjos.2023.10.25325","title":"Musical Meaning and the Semiotic Hierarchy: Towards a Cognitive Semiotics of Music","year":2023,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Neuroscience and Music Perception","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Lunds Universitet","keywords":"Semiotics; Meaning (existential); Music psychology; Epistemology; Active listening; Music and emotion; Musical composition; Immediacy; Linguistics; Psychology; Sociology; Aesthetics; Musicology; Music education; Music; Communication; Art; Philosophy","score_opus":0.08175520480924658,"score_gpt":0.30329239073442016,"score_spread":0.22153718592517357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385226019","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11269052,0.0128512615,0.52658063,0.021706384,0.0009136528,0.00024263475,0.00017442335,0.00029761705,0.32454294],"genre_scores_gemma":[0.93172324,0.0022095619,0.06037986,0.0006538221,0.00023143424,0.00019042782,0.00007754065,0.000105132145,0.0044289273],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99536127,0.0030506188,0.0002118463,0.00038039353,0.0006993005,0.00029674533],"domain_scores_gemma":[0.9968785,0.0019208674,0.0003145575,0.00033465313,0.0003063593,0.00024504837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0051271794,0.0005681763,0.0005869256,0.0040029767,0.0029828476,0.009944162,0.0010243244,0.0021284635,0.0019340237],"category_scores_gemma":[0.0054242876,0.00035130596,0.0007064581,0.0019885472,0.047020737,0.010284506,0.0058071027,0.00329274,0.00045637594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001569005,0.0000064728315,0.0002228795,0.00005596154,0.0000034819575,0.0000709265,0.03127483,0.00024329273,0.0004890336,0.9627726,0.00032488085,0.0045199827],"study_design_scores_gemma":[0.000013995626,0.000019996158,0.00041336645,0.00009015713,0.0000049181963,0.00019850455,0.011301824,0.0013983548,0.00029588296,0.95965475,0.026588187,0.000020038213],"about_ca_topic_score_codex":0.00213558,"about_ca_topic_score_gemma":0.0014539569,"teacher_disagreement_score":0.009944162,"about_ca_system_score_codex":0.0030959167,"about_ca_system_score_gemma":0.0020732118,"threshold_uncertainty_score":0.027115405},"labels":[],"label_agreement":null},{"id":"W4386288898","doi":"10.37693/pjos.2023.10.25120","title":"Fifteen ways of looking at a pointing gesture","year":2023,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"University of California, San Diego","keywords":"Gesture; Cognitive science; Natural (archaeology); Communication; Movement (music); Linguistics; Psychology; Computer science; Epistemology; Aesthetics; History; Philosophy","score_opus":0.09861442040658758,"score_gpt":0.32886679456396656,"score_spread":0.23025237415737898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386288898","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08241975,0.03160357,0.13704185,0.015974622,0.0027602625,0.00021140216,0.00086343463,0.001022414,0.7281026],"genre_scores_gemma":[0.72530526,0.017966615,0.13703348,0.0031052942,0.0006790741,0.0005134962,0.00079803006,0.0006504747,0.11394822],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978491,0.0010343015,0.00016476022,0.00037190525,0.00037254207,0.0002073497],"domain_scores_gemma":[0.99903715,0.00041200864,0.000072714414,0.00012062184,0.00017785403,0.00017961807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001726828,0.0010826343,0.0004001628,0.0024966316,0.0035139068,0.0068748775,0.0009558367,0.002039904,0.010513856],"category_scores_gemma":[0.0033653951,0.0003601316,0.0007833373,0.0013296732,0.017973918,0.0074403607,0.0040379837,0.0025351883,0.0018392946],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008792957,0.00001557041,0.0013423286,0.00020054163,0.000014826474,0.00026993858,0.026518611,0.0001979057,0.0016722135,0.93363595,0.0052706194,0.030773638],"study_design_scores_gemma":[0.000025416142,0.00011853507,0.0034200833,0.0010132758,0.000031845197,0.0015474552,0.035399735,0.00087395665,0.0013353957,0.4747561,0.48134372,0.00013449563],"about_ca_topic_score_codex":0.003450699,"about_ca_topic_score_gemma":0.004307653,"teacher_disagreement_score":0.010513856,"about_ca_system_score_codex":0.0022431926,"about_ca_system_score_gemma":0.0015370058,"threshold_uncertainty_score":0.035172284},"labels":[],"label_agreement":null},{"id":"W4412199695","doi":"10.37693/pjos.2024.11.26130","title":"Phonosemantics of the Open Front Unrounded Vowel /a/ in Standard Igbo and Ogbunike Igbo Variety","year":2025,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Igbo; Variety (cybernetics); Vowel; Linguistics; Mathematics; Philosophy; Statistics","score_opus":0.03600120732787396,"score_gpt":0.36206880406567093,"score_spread":0.32606759673779695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412199695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9916876,0.00016551698,0.0003372449,0.000052693136,0.00001527982,0.0000060641996,0.000022363316,0.0000033954263,0.007709795],"genre_scores_gemma":[0.999005,0.00006288794,0.00022093553,0.000015447065,0.0000026902815,0.000005019545,0.000019588191,0.0000061445116,0.00066217856],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9997882,0.00005201668,0.000021203281,0.00004346272,0.00003635913,0.000058779664],"domain_scores_gemma":[0.99972266,0.0001385512,0.00005502526,0.000017908727,0.000032044412,0.000033775483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034192947,0.00025138134,0.00023572709,0.0006344945,0.0009636603,0.0010823832,0.00022395936,0.00039511744,0.0015272173],"category_scores_gemma":[0.00081966334,0.00013756068,0.000119016324,0.00060106267,0.0023289986,0.0006570357,0.0010214696,0.00051883684,0.00018263893],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015598561,0.00019835753,0.11179452,0.00084842456,0.00004424073,0.006039141,0.6661518,0.00019360594,0.13778885,0.016537884,0.0010752722,0.05776802],"study_design_scores_gemma":[0.00002198591,0.00023671448,0.5018856,0.0002171424,0.000047116715,0.0024606045,0.47417086,0.00024766193,0.005029109,0.0024651343,0.013160482,0.000057627563],"about_ca_topic_score_codex":0.0047356538,"about_ca_topic_score_gemma":0.0141292,"teacher_disagreement_score":0.0047356538,"about_ca_system_score_codex":0.00064819196,"about_ca_system_score_gemma":0.0003692063,"threshold_uncertainty_score":0.009416163},"labels":[],"label_agreement":null},{"id":"W4412199701","doi":"10.37693/pjos.2024.11.26465","title":"Thesauri in the modern world: Research and prospects for application","year":2025,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Library Science and Information","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval; History; Data science","score_opus":0.05314590278961392,"score_gpt":0.33247465171982565,"score_spread":0.27932874893021176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412199701","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022008594,0.80657834,0.06352628,0.028274797,0.002324062,0.0003540783,0.00051348156,0.00059857627,0.07582185],"genre_scores_gemma":[0.156406,0.6087333,0.2113822,0.0050000874,0.0027692327,0.000549516,0.0013519104,0.00037529707,0.013432483],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9939452,0.0029686426,0.00056892354,0.00093056157,0.0013275142,0.00025912153],"domain_scores_gemma":[0.97993124,0.0122012505,0.0011628494,0.0022936873,0.0035749977,0.00083609973],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0103913685,0.0011600141,0.0016165245,0.012521162,0.002071144,0.013245807,0.0026559706,0.0036865512,0.011634085],"category_scores_gemma":[0.022169588,0.00067115534,0.0015460742,0.022337435,0.008961364,0.024866303,0.0040958542,0.0029642745,0.0035239004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110759975,0.00016626692,0.0057195947,0.004292835,0.00010252008,0.00020351334,0.0046840752,0.00087286544,0.0018586647,0.116571166,0.012179422,0.8532383],"study_design_scores_gemma":[0.000035787998,0.00022858309,0.018611662,0.012727626,0.00018699712,0.0014566489,0.015949624,0.0067719216,0.0015470879,0.3342002,0.6080237,0.00026016877],"about_ca_topic_score_codex":0.0072967345,"about_ca_topic_score_gemma":0.0039154016,"teacher_disagreement_score":0.9867542,"about_ca_system_score_codex":0.0041881464,"about_ca_system_score_gemma":0.0076042577,"threshold_uncertainty_score":0.054955482},"labels":[],"label_agreement":null},{"id":"W4412199841","doi":"10.37693/pjos.2024.11.27762","title":"Lost (and Found) in Translation: Evaluating English translations of Mulan Shi","year":2025,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Translation Studies and Practices","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Lunds Universitet","keywords":"Translation (biology); Linguistics; History; Literature; Art; Philosophy; Biology","score_opus":0.1222728303586441,"score_gpt":0.3399804994717044,"score_spread":0.21770766911306028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412199841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99096733,0.00017776765,0.0007110808,0.0002208311,0.000029511477,0.00012186639,0.00004469306,0.0000093111885,0.00771748],"genre_scores_gemma":[0.9970072,0.00018479105,0.0011514166,0.00008064728,0.000020595486,0.00010902402,0.00010800303,0.000023863491,0.0013146186],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9833167,0.012202495,0.0009853084,0.00047161893,0.002623602,0.00040021428],"domain_scores_gemma":[0.9600208,0.024791658,0.0043820334,0.0021201258,0.0076819602,0.0010033147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017475285,0.0004629302,0.0004953487,0.0017930067,0.0019597718,0.0036978968,0.0005950814,0.0006648385,0.0025966442],"category_scores_gemma":[0.07455954,0.00020547461,0.00034680168,0.001962302,0.004114362,0.003419615,0.004006524,0.0008181796,0.0005082105],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011639321,0.00032703762,0.061535127,0.0008088148,0.00006334223,0.0016417017,0.8671609,0.00047082885,0.0036530895,0.0027443478,0.001493548,0.058937263],"study_design_scores_gemma":[0.00010659325,0.0029628528,0.13713938,0.00049102574,0.00013503285,0.0012122964,0.8186113,0.0040329765,0.006587996,0.003011821,0.025610054,0.000098644705],"about_ca_topic_score_codex":0.0025021774,"about_ca_topic_score_gemma":0.004363981,"teacher_disagreement_score":0.017475285,"about_ca_system_score_codex":0.0019837013,"about_ca_system_score_gemma":0.0012841565,"threshold_uncertainty_score":0.09241927},"labels":[],"label_agreement":null},{"id":"W4413282876","doi":"10.37693/pjos.2025.11.28222","title":"The relevance of relevance: A review of Charles Forceville’s Visual and Multimodal Communication: Applying the Relevance Principle","year":2025,"lang":"en","type":"review","venue":"Public Journal of Semiotics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Relevance (law); Relevance theory; Psychology; Epistemology; Philosophy; Neuroscience; Political science; Law","score_opus":0.0405984729732253,"score_gpt":0.37730394510895,"score_spread":0.33670547213572466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413282876","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000035563986,0.9986467,0.00008532984,0.00047182103,0.00016564259,0.0000021328606,0.000003980382,0.0000017121403,0.0005871456],"genre_scores_gemma":[0.00064201246,0.99781823,0.00018235232,0.00070419913,0.00031992508,0.000007614066,0.000011921533,0.0000024948506,0.00031130307],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99926704,0.00024276825,0.00010933931,0.00011117857,0.00023327296,0.000036414767],"domain_scores_gemma":[0.99729615,0.002007435,0.00014188202,0.00004541811,0.0004439358,0.000065256354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001767633,0.00091415195,0.001643383,0.004811647,0.0005517083,0.0020313235,0.0009476538,0.0019265779,0.002156533],"category_scores_gemma":[0.0050762906,0.000564636,0.00063303916,0.0069267186,0.0017379492,0.0037025237,0.0011062303,0.0029538525,0.0011566062],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000668816,0.00005921636,0.00018025016,0.036617775,0.00014815525,0.00018518117,0.00061806076,0.00036351942,0.000475583,0.02750812,0.08860619,0.84517103],"study_design_scores_gemma":[0.0000125352935,0.000052315987,0.0008673593,0.015861118,0.000101264784,0.00063423265,0.00022463297,0.00006995434,0.00016537399,0.008576537,0.97340095,0.00003369782],"about_ca_topic_score_codex":0.004611192,"about_ca_topic_score_gemma":0.006472937,"teacher_disagreement_score":0.004811647,"about_ca_system_score_codex":0.0018460081,"about_ca_system_score_gemma":0.0028429597,"threshold_uncertainty_score":0.013393819},"labels":[],"label_agreement":null},{"id":"W4414259367","doi":"10.37693/pjos.2025.11.26624","title":"Synecdochic and metonymic chains in the organizing narratives of PRC forensic genetic research targeting Uyghurs in Xinjiang","year":2025,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"China's Ethnic Minorities and Relations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Metonymy; Synecdoche; Narrative; Schema (genetic algorithms); Decipherment; Semiotics; Categorization; Interrogative; Narrative inquiry","score_opus":0.061946680452210155,"score_gpt":0.3879660830010545,"score_spread":0.3260194025488444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414259367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93188345,0.0017576816,0.018764041,0.0042494703,0.00009883905,0.00014520907,0.00010472151,0.00003473656,0.042961854],"genre_scores_gemma":[0.99670285,0.00020591331,0.0012619025,0.000064598964,0.000009927197,0.000030507897,0.00002143688,0.000006397657,0.0016965134],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99359554,0.004880309,0.0002854031,0.00040241765,0.00047933264,0.00035694125],"domain_scores_gemma":[0.99396765,0.0038416071,0.0010895265,0.00034447946,0.0003840433,0.00037275857],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007221518,0.0005296198,0.00027755,0.003205564,0.009577981,0.0055877226,0.0007740997,0.00097466167,0.0018713564],"category_scores_gemma":[0.009578551,0.00032802744,0.00018674551,0.0028640714,0.016358487,0.0061863023,0.0060224393,0.0011272056,0.00011157837],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002702763,0.0000064191163,0.004783382,0.00007504132,0.0000052851633,0.0005894784,0.90288657,0.00009676594,0.0005562607,0.08447285,0.00031600398,0.006184928],"study_design_scores_gemma":[0.00001029693,0.00002851725,0.0069486653,0.00019711874,0.000021082238,0.0005869625,0.9089026,0.0007694553,0.00094835163,0.028890068,0.05266218,0.00003476026],"about_ca_topic_score_codex":0.009740542,"about_ca_topic_score_gemma":0.011898233,"teacher_disagreement_score":0.990422,"about_ca_system_score_codex":0.0066450173,"about_ca_system_score_gemma":0.004074141,"threshold_uncertainty_score":0.048213243},"labels":[],"label_agreement":null},{"id":"W4414937329","doi":"10.37693/pjos.2025.11.27581","title":"A Multimodal Analysis of Negation in Princess Diana’s \"Panorama\" Interview","year":2025,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Negation; Affordance; Multimodality; Semiotics; Discourse analysis; Sophistication","score_opus":0.03250074560177328,"score_gpt":0.30135550208810125,"score_spread":0.26885475648632795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414937329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9571758,0.0004378712,0.008009997,0.0015826018,0.000052196905,0.00012866675,0.00018815229,0.000026213607,0.032398537],"genre_scores_gemma":[0.99206537,0.00019737118,0.0029106713,0.000113534814,0.000010864912,0.00010292291,0.000093832205,0.000013535419,0.0044918754],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9977481,0.0017816684,0.00005205738,0.00013895438,0.00018370441,0.000095446674],"domain_scores_gemma":[0.9958776,0.0033130415,0.00026140493,0.00012189277,0.00031612566,0.000109891196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027222033,0.00028920913,0.000205784,0.0015215158,0.0038042122,0.0019314785,0.00042948962,0.00080365426,0.0029214295],"category_scores_gemma":[0.0066650254,0.00020456541,0.0001475817,0.0014377087,0.0046321205,0.0023965565,0.0032902604,0.0010795096,0.00019685346],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059061716,0.000010483026,0.0018196836,0.00011886831,0.0000036953058,0.0006177823,0.97351724,0.00004716941,0.003254615,0.010391894,0.00081039005,0.009349173],"study_design_scores_gemma":[0.000008678851,0.000050942763,0.0116585465,0.00022085055,0.0000097539405,0.00064912735,0.9217949,0.00047960447,0.002110581,0.0037816998,0.059211675,0.000023645012],"about_ca_topic_score_codex":0.007043273,"about_ca_topic_score_gemma":0.014955842,"teacher_disagreement_score":0.007043273,"about_ca_system_score_codex":0.0032547507,"about_ca_system_score_gemma":0.00092012726,"threshold_uncertainty_score":0.023615003},"labels":[],"label_agreement":null},{"id":"W4415555623","doi":"10.37693/pjos.2025.11.27738","title":"Stories that banks tell: Narrative semiotics and the discourse of financial crisis","year":2025,"lang":"","type":"article","venue":"Public Journal of Semiotics","topic":"Italian Literature and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Narrative; Semiotics; Financial crisis; Relevance (law); Crisis communication; Tone (literature)","score_opus":0.018357232835198082,"score_gpt":0.260404933873297,"score_spread":0.24204770103809892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415555623","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49382412,0.019936878,0.05504824,0.0637937,0.0012951868,0.00024125188,0.00041992098,0.0002243424,0.36521643],"genre_scores_gemma":[0.99189115,0.0017077385,0.0022965795,0.0006152976,0.000108817665,0.00007647391,0.00004543287,0.00003578024,0.003222724],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.987145,0.011523396,0.00018533977,0.0002696076,0.0005357856,0.00034090405],"domain_scores_gemma":[0.98508954,0.012078619,0.0012205779,0.00059612805,0.0005095572,0.0005056159],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0069750166,0.0007640473,0.00035284337,0.0027333195,0.00691019,0.01049834,0.0009479238,0.0022633236,0.0025539484],"category_scores_gemma":[0.014219116,0.00036973186,0.0002856195,0.0020795926,0.03210306,0.012965967,0.0058016963,0.002224375,0.0004060926],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005615378,0.000009576785,0.0006674767,0.00011383419,0.0000055196033,0.0004917456,0.7743232,0.00015739784,0.00028711976,0.21576858,0.0022973656,0.0058219326],"study_design_scores_gemma":[0.00001891914,0.000044662498,0.0011294441,0.0006052231,0.000011464833,0.0010942084,0.70725316,0.00067380856,0.000614214,0.11910169,0.16941774,0.00003552112],"about_ca_topic_score_codex":0.0024424396,"about_ca_topic_score_gemma":0.0019214299,"teacher_disagreement_score":0.01049834,"about_ca_system_score_codex":0.003268423,"about_ca_system_score_gemma":0.0017654486,"threshold_uncertainty_score":0.036887825},"labels":[],"label_agreement":null}]}