{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":83,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":83,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"2071ba1ccc44","filters":{"venue":"Public Journal of Semiotics"}},"results":[{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Charles Forceville","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03785416789466523,"gpt":0.3315187527651354,"spread":0.2936645848704701,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001184851,0.0005505741,0.0004191819,0.00164562,0.0073217,0.005976218,0.001100745,0.002638953,0.007607839],"category_scores_gemma":[0.004655057,0.0004922262,0.00048736,0.00345012,0.006157744,0.003630354,0.002392863,0.002015137,0.0006616867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006928375,"about_ca_system_score_gemma":0.0009891043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03790711,"about_ca_topic_score_gemma":0.05231941,"domain_scores_codex":[0.9974748,0.00156233,0.0001187691,0.0001764178,0.0003409574,0.0003266482],"domain_scores_gemma":[0.9985121,0.001058578,0.0001384502,0.00005087318,0.0001120668,0.0001280353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002467621,0.000256198,0.005652972,0.0006629768,0.00002163404,0.02936195,0.8749924,0.0006645439,0.004362893,0.05848127,0.004324527,0.02097199],"study_design_scores_gemma":[0.0000313394,0.0001110158,0.01123756,0.0003981478,0.00002571917,0.0106505,0.8486241,0.002585075,0.002428299,0.004203354,0.1196306,0.00007410708],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9255205,0.001670516,0.001613402,0.0008215773,0.00007699507,0.00009358087,0.0001491497,0.00002736736,0.07002691],"genre_scores_gemma":[0.9910845,0.0007480202,0.0007005975,0.00005048926,0.000009222442,0.00003336614,0.00007300943,0.00002187221,0.007279009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03790711,"threshold_uncertainty_score":0.07537293,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Jordan Zlatev","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07251348813939175,"gpt":0.3723700877157556,"spread":0.2998565995763639,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006536279,0.0007376704,0.001385828,0.006264958,0.002814534,0.01329532,0.001072406,0.002971996,0.003524999],"category_scores_gemma":[0.006390963,0.0003229986,0.0006985422,0.005115069,0.03342798,0.01389002,0.006292337,0.003976409,0.0005096124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002913824,"about_ca_system_score_gemma":0.003252875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007900335,"about_ca_topic_score_gemma":0.0009169561,"domain_scores_codex":[0.9925805,0.005660282,0.0003322023,0.0004226391,0.0008216379,0.0001826348],"domain_scores_gemma":[0.9852775,0.0120073,0.0005377042,0.001060516,0.0005671334,0.0005498657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007801743,0.000009875824,0.0001703309,0.0002566801,0.00001013572,0.00007337595,0.006561148,0.0001499195,0.0001774555,0.9775399,0.0007565694,0.01428677],"study_design_scores_gemma":[0.000004332076,0.00001955987,0.0002200332,0.0002412523,0.000003944088,0.000299052,0.005801442,0.0006540585,0.00008615605,0.9370096,0.05564545,0.00001504172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02988391,0.1758476,0.5378532,0.05651245,0.003938396,0.0002032467,0.0001795907,0.0003197299,0.1952619],"genre_scores_gemma":[0.7372821,0.09032164,0.1559715,0.003600295,0.004421202,0.0005190324,0.0001633814,0.0001829921,0.007537874],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01329532,"threshold_uncertainty_score":0.03456753,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Christine Cuskley","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03133203150851555,"gpt":0.2948464055622282,"spread":0.2635143740537126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005734513,0.0002380475,0.0002251848,0.0007612105,0.0003966597,0.001521719,0.0004387682,0.0004927691,0.003834128],"category_scores_gemma":[0.004542285,0.0002691256,0.0002790231,0.0004542494,0.002181293,0.002692339,0.001822222,0.0005731207,0.0002513583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000305665,"about_ca_system_score_gemma":0.0002686977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004388851,"about_ca_topic_score_gemma":0.0003745843,"domain_scores_codex":[0.9993184,0.0001910787,0.000062885,0.000182626,0.0001839013,0.00006108645],"domain_scores_gemma":[0.9989825,0.0005281462,0.0001142383,0.0001954048,0.0001328125,0.00004695891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004203544,0.00008554544,0.01844168,0.0009481545,0.00008003447,0.00112661,0.0207923,0.002986936,0.2073615,0.4543151,0.0005801392,0.2928617],"study_design_scores_gemma":[0.00005396929,0.0003665424,0.1140762,0.0002713983,0.00008322806,0.002748523,0.01159419,0.01322733,0.04109207,0.7797638,0.03651372,0.0002091481],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.64716,0.001800201,0.2694812,0.001098771,0.0001625734,0.00009471618,0.0001689175,0.0003384025,0.07969537],"genre_scores_gemma":[0.9756318,0.0003086287,0.02237224,0.00006708545,0.00002162382,0.00003471738,0.00005177954,0.0000432165,0.00146877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003834128,"threshold_uncertainty_score":0.01282644,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Sean Guynes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02921247947023934,"gpt":0.2809368331404885,"spread":0.2517243536702491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002699184,0.0002828015,0.00009755377,0.001211178,0.001682221,0.002834454,0.0002984898,0.0006562921,0.002727187],"category_scores_gemma":[0.0005949527,0.00008377742,0.0001175476,0.0009783529,0.01108787,0.002399503,0.0009736291,0.0009824327,0.0003056076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001769472,"about_ca_system_score_gemma":0.0006952755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003041294,"about_ca_topic_score_gemma":0.005249289,"domain_scores_codex":[0.9997177,0.0001649281,0.000008279886,0.00002945854,0.00005135818,0.00002839215],"domain_scores_gemma":[0.9997444,0.0001299887,0.00002622334,0.00002819306,0.00004104398,0.00003018501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001477074,0.00000680281,0.0003453137,0.00003002777,0.000001438856,0.0002036717,0.02454836,0.00008789419,0.0005631422,0.9679822,0.001191674,0.005024823],"study_design_scores_gemma":[0.00002581323,0.00007800519,0.004429671,0.0001570933,0.00001445433,0.002307216,0.05821608,0.002029979,0.002310542,0.3828622,0.5475335,0.00003546964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.109794,0.001337039,0.02305483,0.002028363,0.0002267554,0.00004894187,0.00008780214,0.00007677024,0.8633456],"genre_scores_gemma":[0.9684485,0.0003303322,0.005166614,0.0001602352,0.00004082173,0.00004155492,0.00003063121,0.0000329785,0.02574822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003041294,"threshold_uncertainty_score":0.01283842,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Lexicon; Computer science; Natural language processing; Visual language; Comics; Artificial intelligence; Representation (politics); Linguistics","authors":[{"name":"Neil Cohn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03146019052041074,"gpt":0.3373748725425789,"spread":0.3059146820221682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005019899,0.0005470018,0.0004860969,0.00344359,0.002034078,0.008805759,0.001293107,0.001568392,0.04943338],"category_scores_gemma":[0.003880563,0.0005995531,0.0006791011,0.002978222,0.002284808,0.00864073,0.002802782,0.001772345,0.02236268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002214064,"about_ca_system_score_gemma":0.002969972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005656869,"about_ca_topic_score_gemma":0.004755753,"domain_scores_codex":[0.9993587,0.0001402049,0.00009665353,0.0001553453,0.0001711761,0.00007791894],"domain_scores_gemma":[0.9986979,0.0002956068,0.00007837559,0.0003040213,0.0004902284,0.0001338272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006700684,0.00004122443,0.0006739499,0.0003389035,0.00001481528,0.0003888704,0.002756724,0.0004455157,0.004363456,0.7554979,0.1097045,0.1257072],"study_design_scores_gemma":[0.00001610507,0.00001870614,0.0008499958,0.0001903617,0.00001053766,0.0009043076,0.001246632,0.001438226,0.0009086768,0.1684908,0.8258939,0.00003179698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01168968,0.002860144,0.1460734,0.005858005,0.001320662,0.0004381132,0.01363204,0.007003283,0.8111247],"genre_scores_gemma":[0.452006,0.006230958,0.210746,0.003696832,0.001181855,0.001035467,0.0327786,0.005097813,0.2872263],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04943338,"threshold_uncertainty_score":0.1653711,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Esther Vlieger","is_ca":false},{"name":"Loet Leydesdorff","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07448249658531614,"gpt":0.2766385500508565,"spread":0.2021560534655404,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005132258,0.001062117,0.0007447529,0.01789012,0.002122256,0.008271559,0.001249543,0.001158544,0.01259342],"category_scores_gemma":[0.01891794,0.0005588373,0.0007242709,0.01625552,0.003325368,0.009721247,0.004328468,0.001446119,0.001522985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001638202,"about_ca_system_score_gemma":0.002254222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003347797,"about_ca_topic_score_gemma":0.002503757,"domain_scores_codex":[0.9970023,0.001764297,0.000214864,0.0003351221,0.0005813754,0.0001019974],"domain_scores_gemma":[0.9893249,0.007764773,0.0009467967,0.0009505309,0.000789671,0.00022338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005888995,0.0001183322,0.007630263,0.00336769,0.0002713778,0.0008054207,0.1355508,0.003585143,0.01711158,0.3306669,0.03671111,0.4635925],"study_design_scores_gemma":[0.000135924,0.0002040281,0.02490586,0.002576179,0.0002523164,0.001304914,0.06514113,0.0345948,0.01302334,0.56123,0.2961943,0.0004372908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08171406,0.004779241,0.8196817,0.005502512,0.0005332414,0.001562348,0.013723,0.007573698,0.06493019],"genre_scores_gemma":[0.325169,0.001944352,0.6615477,0.0002347171,0.0002044743,0.001680556,0.003162172,0.001184651,0.004872397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01789012,"threshold_uncertainty_score":0.04212916,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Gary Genosko","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2687084276574573,"gpt":0.2956409381448907,"spread":0.02693251048743339,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002150779,0.0005585981,0.0003548253,0.002098059,0.003647848,0.005775562,0.0006394221,0.001441091,0.004226511],"category_scores_gemma":[0.002877383,0.0001478218,0.0004866169,0.001621473,0.01936754,0.005520326,0.002510781,0.001882089,0.001000923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002078027,"about_ca_system_score_gemma":0.001307145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001638818,"about_ca_topic_score_gemma":0.0007920894,"domain_scores_codex":[0.9972522,0.001891809,0.0001185439,0.0002675084,0.000310966,0.0001590153],"domain_scores_gemma":[0.9975133,0.001453049,0.0002031413,0.0002888575,0.0003614654,0.000180252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003641772,0.000001128437,0.00003548467,0.00001504866,6.701e-7,0.00002389676,0.001363138,0.00003958234,0.0000743586,0.9964308,0.0004107584,0.001601628],"study_design_scores_gemma":[0.000007481408,0.00001754504,0.0001606743,0.0000834623,0.000003385895,0.0002560861,0.002638708,0.000768078,0.0002748411,0.8596286,0.1361502,0.00001106861],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03057579,0.0079551,0.2316411,0.009615565,0.001184877,0.0001034002,0.0002441438,0.0002812869,0.7183987],"genre_scores_gemma":[0.9255152,0.002885086,0.0464743,0.001208515,0.000494412,0.0002174136,0.0001778851,0.000125365,0.02290188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005775562,"threshold_uncertainty_score":0.01507723,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Kimi Akita","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03497041549051745,"gpt":0.2808894863519162,"spread":0.2459190708613987,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002650506,0.0004218774,0.0005302072,0.002486384,0.001461239,0.002177461,0.0005166319,0.0004131237,0.002716311],"category_scores_gemma":[0.01704282,0.0004325698,0.0005402504,0.001704312,0.005043203,0.005493454,0.003263876,0.001111536,0.0002071791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006124215,"about_ca_system_score_gemma":0.0008379978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009683348,"about_ca_topic_score_gemma":0.001521204,"domain_scores_codex":[0.9979081,0.0007194341,0.0003354608,0.0004072536,0.0004475705,0.0001822451],"domain_scores_gemma":[0.984798,0.009001533,0.001671022,0.002727411,0.001326858,0.0004752115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001894134,0.0002289183,0.2385929,0.001210291,0.0003442582,0.003810573,0.09013126,0.002622408,0.1664723,0.3157369,0.0009143552,0.1780418],"study_design_scores_gemma":[0.00008705803,0.0002782223,0.6073576,0.0005522134,0.0002417822,0.007391448,0.03272869,0.006262449,0.01602091,0.3071504,0.02164983,0.0002794786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636303,0.0003234028,0.02065489,0.0002496477,0.0000169139,0.00004346338,0.0002116985,0.00004570096,0.01482403],"genre_scores_gemma":[0.996902,0.00009185939,0.002581601,0.00002289564,0.00001202185,0.00002229839,0.0001531169,0.00001833421,0.0001958789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002716311,"threshold_uncertainty_score":0.01401734,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Jordan Zlatev","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01220380067108161,"gpt":0.2538554249980315,"spread":0.2416516243269499,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003424681,0.0004827581,0.0005997119,0.001656736,0.001793217,0.005075518,0.0005475077,0.001021025,0.002286738],"category_scores_gemma":[0.005988448,0.0007377224,0.0007235307,0.0007549918,0.01070217,0.006540014,0.006130571,0.002885325,0.0004452335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002221833,"about_ca_system_score_gemma":0.002656346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003172999,"about_ca_topic_score_gemma":0.002577091,"domain_scores_codex":[0.9968893,0.001308474,0.000207138,0.0003911157,0.0006979903,0.0005060965],"domain_scores_gemma":[0.9974547,0.001009241,0.0005325559,0.0003126777,0.0003576917,0.0003331885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002225067,0.00009915807,0.05152882,0.0004231392,0.00002647933,0.002246788,0.550485,0.0006815467,0.0162645,0.3184261,0.0007185324,0.05887747],"study_design_scores_gemma":[0.00007535663,0.0009817178,0.1534205,0.001127982,0.0001180692,0.01043328,0.3758295,0.00411254,0.03207066,0.3308518,0.09059813,0.0003805212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8894035,0.002846476,0.03205702,0.001511995,0.00004389295,0.0001357715,0.0001221671,0.0002977419,0.07358149],"genre_scores_gemma":[0.9914449,0.0005370792,0.006247492,0.00005547606,0.000004143183,0.00006279011,0.00004165753,0.00002903038,0.001577587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005075518,"threshold_uncertainty_score":0.01811165,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Linguistics; Language evolution; Cognitive science; Epistemology; Computer science; Philosophy; Psychology","authors":[{"name":"Adam Kendon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02591860845980168,"gpt":0.2793485777491061,"spread":0.2534299692893044,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006094416,0.0006146632,0.0007194534,0.002231702,0.005446381,0.005567287,0.002521692,0.007647079,0.007495057],"category_scores_gemma":[0.01037252,0.0004438765,0.0006324008,0.002800795,0.02407787,0.01873497,0.003604216,0.008966893,0.000901053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004753886,"about_ca_system_score_gemma":0.001852903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006562306,"about_ca_topic_score_gemma":0.004897986,"domain_scores_codex":[0.9979689,0.001385964,0.00006351066,0.0001942385,0.0002392683,0.0001481873],"domain_scores_gemma":[0.9951462,0.004130137,0.0001210859,0.0001311786,0.0003498364,0.0001215266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005071344,0.000003341472,0.00003307647,0.00002676227,0.000002587231,0.00004221783,0.00124683,0.0001317058,0.00003199013,0.9903738,0.005394138,0.002708422],"study_design_scores_gemma":[0.000006758909,0.000007883795,0.0001108011,0.0001145418,0.000003118519,0.00007792336,0.0008729079,0.0002967768,0.00007416399,0.9267177,0.07170365,0.00001378386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008288051,0.09125923,0.03554802,0.7146108,0.005663158,0.00004543979,0.00008949354,0.00005504826,0.1444408],"genre_scores_gemma":[0.6164784,0.09972403,0.03592587,0.1413704,0.02234948,0.0005703801,0.0001530489,0.0003534444,0.08307499],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.007647079,"threshold_uncertainty_score":0.03449202,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Nahyun Kwon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1111949562465713,"gpt":0.3387986114391571,"spread":0.2276036551925858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001314214,0.0003697184,0.0002778449,0.001122976,0.0002593666,0.001329529,0.0003296366,0.0005078069,0.004079058],"category_scores_gemma":[0.02287172,0.000357825,0.0001435767,0.0003552721,0.001070103,0.001026521,0.001662873,0.0006848501,0.0004534837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002578259,"about_ca_system_score_gemma":0.0001427644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003692188,"about_ca_topic_score_gemma":0.0004396382,"domain_scores_codex":[0.9982711,0.0003852425,0.0002860017,0.0004981862,0.0004026943,0.0001567967],"domain_scores_gemma":[0.9872116,0.008283152,0.001236675,0.00143391,0.001472549,0.0003620449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001545693,0.0002510665,0.206902,0.0007673462,0.000140412,0.0009045343,0.01446898,0.001217667,0.6968887,0.00450502,0.0003606775,0.07204788],"study_design_scores_gemma":[0.00007569415,0.001237288,0.8346369,0.00007069318,0.00009467256,0.003498489,0.003987742,0.003109797,0.1483943,0.002892235,0.001917037,0.00008513257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924616,0.0001132537,0.002172045,0.00001970272,0.000005173015,0.00003586965,0.00006151106,0.00003595101,0.005094768],"genre_scores_gemma":[0.998446,0.00003976352,0.001076621,0.000008326609,0.000002150912,0.0000150566,0.00007623468,0.00001218517,0.0003236097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004079058,"threshold_uncertainty_score":0.01364577,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Adam Kendon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1014226011974502,"gpt":0.3657582377619749,"spread":0.2643356365645247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002611286,0.0005125204,0.0005736382,0.00137983,0.002644761,0.00850541,0.001022996,0.003804268,0.01705986],"category_scores_gemma":[0.007448077,0.0002491225,0.0003371292,0.0009230386,0.01599095,0.02122957,0.004810419,0.006410253,0.00382044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002500637,"about_ca_system_score_gemma":0.001710847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450926,"about_ca_topic_score_gemma":0.001307303,"domain_scores_codex":[0.9980747,0.0009282375,0.00008064575,0.0003321928,0.0003577158,0.0002264965],"domain_scores_gemma":[0.9973953,0.001220225,0.0002148118,0.0003987564,0.0005116087,0.0002592138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001443001,0.000006052973,0.0001801108,0.00004722882,0.000002210059,0.00008039021,0.002622419,0.00002080504,0.00009634386,0.9769528,0.00501052,0.01496668],"study_design_scores_gemma":[0.000009349939,0.00002728821,0.0004862823,0.0003468462,0.000006286694,0.0002951222,0.004521247,0.00009982556,0.0002723162,0.5668434,0.427074,0.00001808363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02029456,0.07701989,0.01989234,0.2772726,0.01187178,0.00003528783,0.0001648175,0.0002332634,0.5932153],"genre_scores_gemma":[0.7701294,0.04495762,0.008554491,0.0218926,0.006440199,0.0001419856,0.0002072598,0.0003881828,0.1472882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01705986,"threshold_uncertainty_score":0.05707091,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Kensy Cooperrider","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09861442040658758,"gpt":0.3288667945639666,"spread":0.230252374157379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001726828,0.001082634,0.0004001628,0.002496632,0.003513907,0.006874877,0.0009558367,0.002039904,0.01051386],"category_scores_gemma":[0.003365395,0.0003601316,0.0007833373,0.001329673,0.01797392,0.007440361,0.004037984,0.002535188,0.001839295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002243193,"about_ca_system_score_gemma":0.001537006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003450699,"about_ca_topic_score_gemma":0.004307653,"domain_scores_codex":[0.9978491,0.001034301,0.0001647602,0.0003719052,0.0003725421,0.0002073497],"domain_scores_gemma":[0.9990371,0.0004120086,0.00007271441,0.0001206218,0.000177854,0.0001796181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008792957,0.00001557041,0.001342329,0.0002005416,0.00001482647,0.0002699386,0.02651861,0.0001979057,0.001672214,0.933636,0.005270619,0.03077364],"study_design_scores_gemma":[0.00002541614,0.0001185351,0.003420083,0.001013276,0.0000318452,0.001547455,0.03539973,0.0008739567,0.001335396,0.4747561,0.4813437,0.0001344956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08241975,0.03160357,0.1370419,0.01597462,0.002760262,0.0002114022,0.0008634346,0.001022414,0.7281026],"genre_scores_gemma":[0.7253053,0.01796662,0.1370335,0.003105294,0.0006790741,0.0005134962,0.0007980301,0.0006504747,0.1139482],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01051386,"threshold_uncertainty_score":0.03517228,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Mihai Nadin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05572454154161265,"gpt":0.245292027065326,"spread":0.1895674855237133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005024669,0.001090276,0.001057448,0.003316301,0.004670539,0.01267098,0.001872026,0.003949503,0.0222449],"category_scores_gemma":[0.01033541,0.0005859338,0.001509781,0.002099765,0.03003819,0.0141386,0.006826932,0.004006612,0.009180712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004464814,"about_ca_system_score_gemma":0.002835765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505778,"about_ca_topic_score_gemma":0.0008739317,"domain_scores_codex":[0.9912793,0.004318399,0.0008230553,0.0016092,0.001472133,0.0004979212],"domain_scores_gemma":[0.9923173,0.003602249,0.0004408206,0.001934124,0.00126011,0.0004453829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006485912,0.000003504681,0.00003593273,0.00004126833,0.000003497249,0.00003742682,0.0008371674,0.0001241744,0.0001085428,0.9917676,0.003310452,0.003723793],"study_design_scores_gemma":[0.000007153373,0.00001059433,0.00005549204,0.00009442349,0.000004500111,0.0001870714,0.0005587732,0.0007532741,0.0003167692,0.7386718,0.2593254,0.00001481164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005451197,0.006721573,0.276083,0.01866041,0.002961877,0.0002088536,0.0006735244,0.001218593,0.6880211],"genre_scores_gemma":[0.5753632,0.008241696,0.1967684,0.009244643,0.003613487,0.001073052,0.001779113,0.001399384,0.202517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0222449,"threshold_uncertainty_score":0.07441658,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Donna E. West","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05068224270254001,"gpt":0.3469851843972893,"spread":0.2963029416947493,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001083983,0.0002431839,0.0001296179,0.0006475421,0.0007533962,0.00253287,0.0004101954,0.0009753495,0.003112448],"category_scores_gemma":[0.003821175,0.0002431327,0.0003539802,0.0002347613,0.009579719,0.005172283,0.001489615,0.00198535,0.0005929495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007568835,"about_ca_system_score_gemma":0.0005846368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001956909,"about_ca_topic_score_gemma":0.001158762,"domain_scores_codex":[0.9994134,0.0002346657,0.00002983729,0.0001388916,0.0001217477,0.00006157781],"domain_scores_gemma":[0.998689,0.0007875151,0.00007833515,0.0002585273,0.0001431664,0.00004343469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003877579,0.00001509485,0.001595,0.00007255326,0.000008976695,0.001153978,0.0233076,0.0006239219,0.0014362,0.9403393,0.001640099,0.02976849],"study_design_scores_gemma":[0.00001559879,0.00004828944,0.002674098,0.00007212369,0.000007697406,0.004236029,0.004685743,0.001936211,0.003084857,0.9124597,0.0707446,0.00003500837],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2499191,0.004278194,0.2332925,0.0157334,0.0004219318,0.0000930716,0.0002578327,0.0007229532,0.4952811],"genre_scores_gemma":[0.9671776,0.0005653957,0.01614025,0.0004163026,0.00002720113,0.00002225325,0.00004864897,0.00007222703,0.01553007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003112448,"threshold_uncertainty_score":0.01041216,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Narrativity; Semiotics; Narrative; Multimodality; Metaphor; Deixis; Sociology; Linguistics; Aesthetics; Psychology; Visual arts; Literature; Art; Philosophy","authors":[{"name":"Georgios Stampoulidis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03844988768880156,"gpt":0.3108829065855293,"spread":0.2724330188967277,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002237685,0.0007980448,0.0003156445,0.003149624,0.004474901,0.00988027,0.001142743,0.001985603,0.002911987],"category_scores_gemma":[0.005715158,0.000338375,0.0004464775,0.00163896,0.02688181,0.008171855,0.005478726,0.001689123,0.0003443829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003275645,"about_ca_system_score_gemma":0.000709161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160454,"about_ca_topic_score_gemma":0.0011552,"domain_scores_codex":[0.996043,0.003192845,0.00008603245,0.0001973834,0.0003003286,0.0001804672],"domain_scores_gemma":[0.9966042,0.002623258,0.0002815076,0.0002209494,0.0001320043,0.0001380183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003905773,0.0000208887,0.0006685355,0.0001758313,0.00001108343,0.001309355,0.7178366,0.0004354853,0.0008013162,0.2697825,0.0007920045,0.008127252],"study_design_scores_gemma":[0.00002024754,0.00005474964,0.002456763,0.0006107135,0.0000208251,0.002427327,0.6594792,0.001680348,0.001215041,0.1427563,0.1892367,0.00004164156],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5599313,0.006739357,0.0366337,0.00687032,0.0003044203,0.0001975831,0.000193246,0.0001198788,0.3890102],"genre_scores_gemma":[0.9927286,0.0007204742,0.002440057,0.000127742,0.00003609021,0.00004609383,0.00003978936,0.00002753523,0.003833585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00988027,"threshold_uncertainty_score":0.02376658,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Chris William Martin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02241134125438192,"gpt":0.3009333992918139,"spread":0.278522058037432,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002559712,0.000514189,0.000276021,0.001511351,0.00716972,0.00898573,0.0006724435,0.001381708,0.002920367],"category_scores_gemma":[0.00571037,0.0003324549,0.000254044,0.00144276,0.03226597,0.01097826,0.007527409,0.001869549,0.0003092029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002757195,"about_ca_system_score_gemma":0.001286173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003156452,"about_ca_topic_score_gemma":0.00402916,"domain_scores_codex":[0.9966388,0.002456243,0.0000812562,0.0001944267,0.0003664078,0.0002628755],"domain_scores_gemma":[0.9968856,0.002103941,0.0003316269,0.0002606089,0.0001835273,0.0002346866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001924695,0.000004471319,0.0005708323,0.00006749055,0.000003725318,0.0003387645,0.8411873,0.00009303743,0.0005614743,0.1523057,0.0005835851,0.004264501],"study_design_scores_gemma":[0.000005343177,0.0000219736,0.0008981511,0.0002763839,0.000007452395,0.0007523168,0.8202943,0.0002784895,0.0008207363,0.04686979,0.1297525,0.00002249036],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7416183,0.007145194,0.01920972,0.008237408,0.0004047194,0.00006663887,0.00009743924,0.00008286013,0.2231377],"genre_scores_gemma":[0.9924815,0.0006450917,0.000857721,0.0001761232,0.00001631187,0.00001780239,0.0000189452,0.00003255752,0.005753877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00898573,"threshold_uncertainty_score":0.02000493,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Didier Bottineau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0250247172090588,"gpt":0.2974196665677174,"spread":0.2723949493586586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006345922,0.0004454603,0.0002576824,0.0009309049,0.0006161729,0.003097508,0.0005434233,0.0006420543,0.001377409],"category_scores_gemma":[0.0008946958,0.0001472276,0.0004278251,0.0003995525,0.004603595,0.003136857,0.001051593,0.0008902216,0.0002347478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013607,"about_ca_system_score_gemma":0.0007112558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003656124,"about_ca_topic_score_gemma":0.003334217,"domain_scores_codex":[0.9997899,0.0001111519,0.000007614385,0.00004345447,0.00002812607,0.00001979267],"domain_scores_gemma":[0.9997509,0.00008901869,0.00004372247,0.00004414598,0.00004581769,0.0000264055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005707542,0.00004175376,0.005503837,0.0001304497,0.00002248686,0.0002779095,0.03950433,0.001714862,0.007325384,0.9169975,0.000769105,0.02765531],"study_design_scores_gemma":[0.00003526712,0.0001177024,0.01164996,0.0001281266,0.00003646443,0.0007044679,0.03230576,0.0153548,0.001930146,0.8936427,0.04404238,0.00005220864],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6633806,0.001958714,0.1754561,0.003093293,0.00009258915,0.00008631854,0.0001277074,0.0002062427,0.1555985],"genre_scores_gemma":[0.9812113,0.0003409346,0.01625413,0.0001151144,0.00001696198,0.00003410144,0.00005883475,0.00002860278,0.001940101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003656124,"threshold_uncertainty_score":0.007354259,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Semiotics; Rhetoric; Rhetorical question; Epistemology; Philosophy; Visual semiotics; Sociology; Linguistics","authors":[{"name":"Mats Bergman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02215697587492426,"gpt":0.3033514991417398,"spread":0.2811945232668155,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008723783,0.0004677327,0.0004793477,0.002520918,0.004747601,0.008760021,0.0006913916,0.002935012,0.002189529],"category_scores_gemma":[0.02204747,0.0002724321,0.0002741981,0.00126729,0.04262483,0.01395247,0.003277207,0.005620527,0.0006324982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003191186,"about_ca_system_score_gemma":0.002095452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008163401,"about_ca_topic_score_gemma":0.0008227501,"domain_scores_codex":[0.9939263,0.004459144,0.0001571652,0.0003397477,0.00092873,0.0001889626],"domain_scores_gemma":[0.980641,0.01567766,0.0006314931,0.001209744,0.001428597,0.000411406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006315817,0.000003358864,0.00002721472,0.00002411551,0.000001075292,0.00002785264,0.005453542,0.00005704954,0.00005492672,0.9890887,0.001274562,0.003981373],"study_design_scores_gemma":[0.00001131116,0.00002577916,0.0001037815,0.0001538329,0.000004565297,0.0001451947,0.003088868,0.000571729,0.0003758364,0.8749754,0.1205286,0.00001510318],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03957083,0.0285031,0.1471495,0.1498836,0.004616144,0.00006433821,0.00005633094,0.0002365662,0.6299196],"genre_scores_gemma":[0.9445478,0.007898625,0.02302171,0.004403329,0.001779135,0.0001035164,0.00002288571,0.0001553144,0.01806774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008760021,"threshold_uncertainty_score":0.04613632,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Esa Itkonen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03222187328432325,"gpt":0.3689501729733466,"spread":0.3367282996890233,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00848009,0.0006673618,0.0006465455,0.007185299,0.002151982,0.008640191,0.001369623,0.001999333,0.005184263],"category_scores_gemma":[0.0423349,0.0002627834,0.0008583438,0.003254631,0.01788769,0.01677374,0.006102439,0.002431854,0.0004205588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002724295,"about_ca_system_score_gemma":0.001388046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006896622,"about_ca_topic_score_gemma":0.0005171115,"domain_scores_codex":[0.990772,0.003007108,0.0005155602,0.0006411626,0.004666484,0.0003977316],"domain_scores_gemma":[0.976722,0.01244869,0.001962051,0.003260772,0.004612388,0.0009941094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005921215,0.00004313523,0.003962504,0.0001036331,0.00003396573,0.0000439935,0.003650405,0.001136632,0.0007140023,0.9757335,0.0005543815,0.01396458],"study_design_scores_gemma":[0.00001217655,0.00005885359,0.004308878,0.00003460946,0.00001745426,0.0001647126,0.003246846,0.003957445,0.0004240463,0.9817006,0.006056748,0.00001769552],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3531669,0.002029815,0.1592416,0.01079392,0.0002965928,0.0001728683,0.0005268418,0.0004706003,0.4733007],"genre_scores_gemma":[0.9902624,0.0001870063,0.008392393,0.0001101301,0.0000800629,0.00006328533,0.00008733934,0.00004028288,0.0007771438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008640191,"threshold_uncertainty_score":0.04484755,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"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","authors":[{"name":"Cary Campbell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2075296344788225,"gpt":0.4704220691997565,"spread":0.262892434720934,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002181206,0.0003078519,0.0002738822,0.0009033009,0.001260939,0.00428523,0.0007053142,0.001394948,0.002255678],"category_scores_gemma":[0.003590285,0.0001454182,0.0003814897,0.0005702219,0.01716909,0.008312806,0.004992438,0.001972115,0.0002419852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002099804,"about_ca_system_score_gemma":0.001220703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008112,"about_ca_topic_score_gemma":0.001079091,"domain_scores_codex":[0.9986708,0.0008377922,0.00003871907,0.0001864859,0.0001509009,0.0001152669],"domain_scores_gemma":[0.9978442,0.001472961,0.0002458244,0.0001686807,0.0001081608,0.0001600939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009331561,0.000008738612,0.000285711,0.00002625165,0.000002255156,0.0000564058,0.003582483,0.0006199129,0.0002079599,0.9890035,0.0001903707,0.006007164],"study_design_scores_gemma":[0.000005310724,0.00002672052,0.0003849175,0.00003777869,0.000003531277,0.00007523638,0.002259883,0.002295772,0.0003326014,0.9796387,0.01492675,0.00001288919],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1988465,0.007932723,0.4598643,0.04072061,0.0006647645,0.00008452358,0.00005898132,0.0002452132,0.2915824],"genre_scores_gemma":[0.9759715,0.001322554,0.01798073,0.0008164148,0.0001116522,0.00003972177,0.00001589417,0.00002969869,0.003711829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00428523,"threshold_uncertainty_score":0.01523519,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Johan Blomberg","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06074589912148892,"gpt":0.3299088951028527,"spread":0.2691629959813638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003988156,0.0006380198,0.000506557,0.002351516,0.004323832,0.005755216,0.001198115,0.003547498,0.002437177],"category_scores_gemma":[0.005120512,0.0003024525,0.0004949041,0.001819612,0.04741967,0.009456648,0.00565073,0.003816272,0.0003969833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004983374,"about_ca_system_score_gemma":0.00192214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002868023,"about_ca_topic_score_gemma":0.002943428,"domain_scores_codex":[0.9969808,0.001948949,0.00008314338,0.0002556984,0.0005077603,0.0002236083],"domain_scores_gemma":[0.9979324,0.001379079,0.00021801,0.0001592153,0.0002100502,0.000101159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008874484,0.000002280863,0.00005842777,0.00001076294,9.524687e-7,0.00004670385,0.00742693,0.00008662061,0.00004544548,0.9906471,0.0005369222,0.001129077],"study_design_scores_gemma":[0.00001359217,0.00001781576,0.0002189729,0.00005256652,0.000004769393,0.0001451166,0.004108161,0.0006635592,0.0003303152,0.944364,0.05006212,0.00001900066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.123479,0.02044098,0.1979379,0.09344815,0.002701647,0.0001237676,0.0001380112,0.0003119346,0.5614187],"genre_scores_gemma":[0.9601533,0.002403464,0.01905796,0.003421353,0.0006557258,0.00006812402,0.00003340337,0.0001005944,0.01410603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005755216,"threshold_uncertainty_score":0.03615713,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Juan Carlos Mendoza-Collazos","is_ca":false},{"name":"Göran Sonesson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05646629184545789,"gpt":0.2872271724602991,"spread":0.2307608806148412,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002516909,0.0002972953,0.0003649025,0.001162535,0.004915229,0.004489316,0.0006309644,0.0009697076,0.001202911],"category_scores_gemma":[0.004220727,0.0002808079,0.0003899658,0.001203792,0.0219279,0.005247753,0.003758992,0.001313764,0.000100243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004494153,"about_ca_system_score_gemma":0.00221238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0231251,"about_ca_topic_score_gemma":0.0408183,"domain_scores_codex":[0.9976581,0.001681493,0.00007383707,0.0001978075,0.0001810765,0.0002075591],"domain_scores_gemma":[0.9973854,0.001903615,0.0002646691,0.0001904223,0.000127945,0.0001279782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002614909,0.00001240666,0.002242253,0.0001026926,0.000004545002,0.0009797671,0.9328965,0.0001131759,0.003060024,0.05411565,0.000159105,0.006287701],"study_design_scores_gemma":[0.00001826435,0.00006969737,0.01709339,0.0003595212,0.00002801069,0.002089699,0.8352822,0.00151845,0.002047092,0.05066614,0.09078018,0.00004738868],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8995298,0.002784047,0.0248352,0.004617041,0.00005465619,0.0001224873,0.00005954243,0.00002864311,0.0679686],"genre_scores_gemma":[0.9971817,0.0002387902,0.001725395,0.00006164231,0.000004311722,0.0000167898,0.000006257254,0.000009445136,0.0007557778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0231251,"threshold_uncertainty_score":0.04598099,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Robin Engström","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03247826798899132,"gpt":0.2825177327258142,"spread":0.2500394647368228,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003200937,0.0003960044,0.0003605509,0.003012298,0.01425389,0.00654202,0.001015722,0.002303368,0.004997908],"category_scores_gemma":[0.005810294,0.0002934917,0.000213139,0.003099199,0.01650212,0.005393856,0.004461879,0.00217317,0.0005559566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006275226,"about_ca_system_score_gemma":0.001826593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06320495,"about_ca_topic_score_gemma":0.1340123,"domain_scores_codex":[0.9960392,0.002599766,0.00005952614,0.000246334,0.0005245616,0.0005306858],"domain_scores_gemma":[0.9946676,0.003957018,0.0003328912,0.0002961457,0.0002830662,0.0004633578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000820576,0.0000789406,0.003320155,0.00006800421,0.000004773115,0.002979082,0.9646655,0.00004857401,0.0009726348,0.01843628,0.001303921,0.008040051],"study_design_scores_gemma":[0.000009183063,0.00003245077,0.006669575,0.00009659577,0.000004915578,0.0008474935,0.9375287,0.0001762623,0.0006097442,0.002516319,0.05149165,0.00001713331],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9458756,0.000533525,0.001006864,0.001540212,0.00004634965,0.00003298936,0.00005872615,0.00001390223,0.05089185],"genre_scores_gemma":[0.9923468,0.0002401924,0.0005759134,0.000173175,0.00002005852,0.00001646505,0.00005412219,0.00003161749,0.006541619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06320495,"threshold_uncertainty_score":0.1256741,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Donna E. West","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1053141567849583,"gpt":0.2785762744103487,"spread":0.1732621176253904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005229224,0.0003874133,0.0003538556,0.001661637,0.001887157,0.00403225,0.0008500406,0.0009084598,0.002631798],"category_scores_gemma":[0.01084226,0.0004178814,0.0006297337,0.00087826,0.03066431,0.01048568,0.003234572,0.002045021,0.000329778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003356251,"about_ca_system_score_gemma":0.001601578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002446473,"about_ca_topic_score_gemma":0.001977109,"domain_scores_codex":[0.9963248,0.002340541,0.0001486205,0.0005192304,0.0004602365,0.0002065228],"domain_scores_gemma":[0.9908455,0.005026271,0.0005307539,0.002741925,0.0006149433,0.0002407094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000146567,0.000003782428,0.000696053,0.00003476989,0.000003726512,0.00005550588,0.01188927,0.0003636901,0.0004613703,0.9794743,0.000108127,0.006894755],"study_design_scores_gemma":[0.00001007695,0.00004758218,0.001025071,0.00007816464,0.000009054705,0.0003831836,0.002447388,0.002845579,0.00170167,0.9606773,0.03074968,0.00002531193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2833855,0.001799737,0.4855902,0.004395509,0.0001536582,0.00009794177,0.00007257876,0.0003866593,0.2241184],"genre_scores_gemma":[0.9542271,0.0002417218,0.03926091,0.00009742405,0.00001894133,0.00004068802,0.00002234262,0.00009653793,0.005994146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005229224,"threshold_uncertainty_score":0.02765507,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Martin Thellefsen","is_ca":false},{"name":"Alon Friedman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06246724320009839,"gpt":0.3175782052431734,"spread":0.255110962043075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003720501,0.0006276712,0.0004020663,0.003965802,0.00320224,0.007015206,0.0008380178,0.00208138,0.003871391],"category_scores_gemma":[0.008546092,0.000280269,0.0005810842,0.00199216,0.03320767,0.01399015,0.003378839,0.00314931,0.0005069047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002334965,"about_ca_system_score_gemma":0.00114535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001439161,"about_ca_topic_score_gemma":0.0006578448,"domain_scores_codex":[0.9969003,0.00224367,0.0001067899,0.0002199721,0.0003827103,0.0001465879],"domain_scores_gemma":[0.9940678,0.00441309,0.0003387122,0.0005070692,0.0004841786,0.0001891534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004327326,0.000003132086,0.00006382369,0.00004038275,0.00000169403,0.00007421838,0.008751304,0.0001868295,0.0001408566,0.9871058,0.0003470342,0.003280437],"study_design_scores_gemma":[0.000008314046,0.00002453118,0.0002478689,0.0001617598,0.000005622143,0.000378303,0.007495026,0.001462981,0.0005510491,0.9407892,0.04885507,0.00002028001],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05813652,0.01259505,0.4508627,0.0190758,0.00109031,0.0001380827,0.00007983045,0.0001593143,0.4578624],"genre_scores_gemma":[0.9375851,0.003486141,0.04462938,0.001008521,0.0004731167,0.0002214949,0.00003713155,0.0001126513,0.01244646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007015206,"threshold_uncertainty_score":0.01967615,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Tony Jappy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1273681037689703,"gpt":0.3357169641810226,"spread":0.2083488604120523,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002435765,0.0006034896,0.0003540568,0.004971474,0.00370486,0.01011336,0.001276752,0.001780068,0.008622752],"category_scores_gemma":[0.005296559,0.0004403281,0.0004719363,0.003836801,0.01737787,0.008918393,0.002213138,0.003574432,0.002113068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005316475,"about_ca_system_score_gemma":0.001627074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002378392,"about_ca_topic_score_gemma":0.002045516,"domain_scores_codex":[0.9968927,0.002017374,0.0001497124,0.0002888654,0.000505787,0.0001455345],"domain_scores_gemma":[0.9973333,0.001657004,0.0001437509,0.0003365078,0.0004215206,0.0001080296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002182336,0.000002316677,0.000010709,0.00002397674,5.707892e-7,0.00002617558,0.002074671,0.00005521621,0.00003945285,0.9920189,0.001983194,0.003762597],"study_design_scores_gemma":[0.000004921687,0.00001282764,0.00009896822,0.0002072939,0.000003113634,0.0002923349,0.00216401,0.0005841785,0.0003329784,0.4803493,0.5159394,0.00001068591],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004804275,0.01229966,0.2472483,0.0109467,0.001567229,0.0001650399,0.0002346636,0.000326188,0.722408],"genre_scores_gemma":[0.5074714,0.01478545,0.2660411,0.004282041,0.002563236,0.0009997316,0.0004971547,0.0006566746,0.2027032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01011336,"threshold_uncertainty_score":0.03857392,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Richard L. Lanigan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1686406816703553,"gpt":0.3313392733320186,"spread":0.1626985916616634,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03107525,0.0008337064,0.0008958917,0.005923672,0.005104204,0.009349705,0.00244086,0.002435939,0.004276813],"category_scores_gemma":[0.03938089,0.0005625541,0.0009128433,0.007682709,0.03410076,0.008177075,0.007369086,0.003981269,0.0006436819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004294788,"about_ca_system_score_gemma":0.0047608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001898769,"about_ca_topic_score_gemma":0.00216841,"domain_scores_codex":[0.9571391,0.03955251,0.0007405661,0.0007901496,0.001444398,0.0003332633],"domain_scores_gemma":[0.936659,0.05563531,0.001307907,0.00464334,0.001241064,0.000513469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006454616,0.0001378435,0.0008970471,0.0007909708,0.00002240677,0.0003758873,0.2341176,0.0009391255,0.0007535697,0.7151728,0.003930497,0.04279774],"study_design_scores_gemma":[0.0001572606,0.0001702242,0.00138314,0.001683901,0.00002815673,0.0008030625,0.1924775,0.004204229,0.001363401,0.5909641,0.2066537,0.0001113439],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04841239,0.007733938,0.7955787,0.01247485,0.001476449,0.005546404,0.0005196422,0.0003162915,0.1279413],"genre_scores_gemma":[0.4555155,0.005086273,0.5079885,0.002610712,0.000509516,0.01985201,0.0002719909,0.0001981394,0.007967344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03107525,"threshold_uncertainty_score":0.1643436,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Alexandra Mouratidou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1409578090562585,"gpt":0.3589347705009906,"spread":0.2179769614447321,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007346539,0.0007236976,0.0005379684,0.002743238,0.001878756,0.007157511,0.001186156,0.001697425,0.002846455],"category_scores_gemma":[0.0193197,0.0004932043,0.001441699,0.001597954,0.0298338,0.01118484,0.006857134,0.002624315,0.0002782288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001780752,"about_ca_system_score_gemma":0.001284976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071786,"about_ca_topic_score_gemma":0.0005586247,"domain_scores_codex":[0.9920619,0.005356464,0.0004289794,0.0008204789,0.00102755,0.0003046634],"domain_scores_gemma":[0.9756985,0.01866684,0.001940581,0.002434152,0.0007935008,0.0004664633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001709734,0.000054473,0.001745685,0.0002709603,0.00002570243,0.0003127999,0.0548483,0.001181649,0.006517706,0.9176,0.0003850081,0.01688674],"study_design_scores_gemma":[0.00004962705,0.0001765676,0.002902142,0.0001528958,0.00003714481,0.0008462607,0.009519715,0.01089423,0.005194081,0.9445472,0.02558556,0.00009455618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1256452,0.002103548,0.760438,0.003702266,0.0002468748,0.0002933837,0.0001589607,0.0003348493,0.1070768],"genre_scores_gemma":[0.880532,0.0005107013,0.1159601,0.0002827781,0.00008543918,0.000317317,0.0000779678,0.00008601096,0.002147605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007346539,"threshold_uncertainty_score":0.03885269,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Jenny Michlich","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02448729005180518,"gpt":0.3258561606265764,"spread":0.3013688705747712,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002642389,0.0002352991,0.0001928815,0.001377639,0.001065493,0.000650699,0.0001816797,0.0004166303,0.001963399],"category_scores_gemma":[0.00124901,0.0001038558,0.0001886254,0.0008257299,0.001879469,0.0003770854,0.0007146519,0.0003519595,0.0001785641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005380328,"about_ca_system_score_gemma":0.0006173039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031216,"about_ca_topic_score_gemma":0.01466037,"domain_scores_codex":[0.999773,0.00007665845,0.00001389568,0.00006596056,0.00004362464,0.00002689646],"domain_scores_gemma":[0.9995648,0.0002194587,0.00006854658,0.00001942692,0.00008812013,0.0000395356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008636535,0.0001378267,0.1407767,0.001180222,0.0001082253,0.005317691,0.159687,0.002528794,0.4110893,0.0127919,0.0006071259,0.2649116],"study_design_scores_gemma":[0.00001443866,0.0004744001,0.9364687,0.00008888198,0.00006255848,0.004388101,0.03422878,0.004540877,0.005950394,0.005262966,0.008450103,0.00006980314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903161,0.0003275736,0.002329435,0.00006044951,0.000005937788,0.00002101899,0.00006423614,0.00001470191,0.00686067],"genre_scores_gemma":[0.9964125,0.0001126991,0.00261894,0.00000933189,0.000003070764,0.00001540313,0.00004679078,0.000006269098,0.0007751021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01031216,"threshold_uncertainty_score":0.0205043,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Satoshi Imazato","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02603294927800379,"gpt":0.2178335520174577,"spread":0.1918006027394539,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002945584,0.0001997356,0.0002400892,0.0009815674,0.002740391,0.002129865,0.0002356624,0.0002882468,0.001471937],"category_scores_gemma":[0.0005095372,0.0001417391,0.0001114204,0.001349441,0.007944136,0.001132442,0.002384705,0.0002439549,0.0001208015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350267,"about_ca_system_score_gemma":0.001148814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.013432,"about_ca_topic_score_gemma":0.02613516,"domain_scores_codex":[0.9996383,0.0001572389,0.0000195546,0.00005094475,0.00004295386,0.00009101834],"domain_scores_gemma":[0.9998156,0.00003937208,0.00003131586,0.00001873799,0.00003814966,0.00005684577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003769913,0.00006899028,0.07018088,0.0004808127,0.00003446208,0.005247288,0.7179058,0.00136257,0.01371497,0.1510196,0.001534356,0.03807338],"study_design_scores_gemma":[0.00004143827,0.0001711362,0.1603362,0.000152425,0.00006211504,0.00217379,0.757188,0.002212688,0.001261616,0.03139418,0.04492793,0.00007852946],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756763,0.0005647192,0.002557402,0.000344466,0.0000146887,0.00001924466,0.00003953533,0.00001155058,0.02077213],"genre_scores_gemma":[0.9989029,0.00007332772,0.0002727411,0.00001133624,0.000001940498,0.000007633859,0.00001162317,0.000001899415,0.0007165939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.013432,"threshold_uncertainty_score":0.02670765,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval; History; Data science","authors":[{"name":"Arap Yеspenbetov","is_ca":false},{"name":"Kuralay Tulebayeva","is_ca":false},{"name":"Assem A. Kassymova","is_ca":false},{"name":"Baurzhan Yerdembekov","is_ca":false},{"name":"Akmaral Smagulova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05314590278961392,"gpt":0.3324746517198257,"spread":0.2793287489302118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01039137,0.001160014,0.001616525,0.01252116,0.002071144,0.01324581,0.002655971,0.003686551,0.01163409],"category_scores_gemma":[0.02216959,0.0006711553,0.001546074,0.02233743,0.008961364,0.0248663,0.004095854,0.002964274,0.0035239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004188146,"about_ca_system_score_gemma":0.007604258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007296734,"about_ca_topic_score_gemma":0.003915402,"domain_scores_codex":[0.9939452,0.002968643,0.0005689235,0.0009305616,0.001327514,0.0002591215],"domain_scores_gemma":[0.9799312,0.01220125,0.001162849,0.002293687,0.003574998,0.0008360997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00011076,0.0001662669,0.005719595,0.004292835,0.0001025201,0.0002035133,0.004684075,0.0008728654,0.001858665,0.1165712,0.01217942,0.8532383],"study_design_scores_gemma":[0.000035788,0.0002285831,0.01861166,0.01272763,0.0001869971,0.001456649,0.01594962,0.006771922,0.001547088,0.3342002,0.6080237,0.0002601688],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02200859,0.8065783,0.06352628,0.0282748,0.002324062,0.0003540783,0.0005134816,0.0005985763,0.07582185],"genre_scores_gemma":[0.156406,0.6087333,0.2113822,0.005000087,0.002769233,0.000549516,0.00135191,0.0003752971,0.01343248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9867542,"threshold_uncertainty_score":0.05495548,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Semiotics; Brand management; Brand equity; Advertising; Conceptual framework; Key (lock); Sociology; Epistemology; Computer science; Business; Social science","authors":[{"name":"George Rossolatos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08694312634057155,"gpt":0.3922879871274697,"spread":0.3053448607868982,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005348071,0.0006568475,0.0007202465,0.005521189,0.00250313,0.007958828,0.00123264,0.001710612,0.003916617],"category_scores_gemma":[0.007243506,0.0003435418,0.0009213524,0.00268958,0.03193596,0.008282859,0.004385694,0.00229307,0.0006466231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003450381,"about_ca_system_score_gemma":0.001870976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008550379,"about_ca_topic_score_gemma":0.0008756228,"domain_scores_codex":[0.9953492,0.003314971,0.0001878536,0.0003225568,0.0006320636,0.0001933696],"domain_scores_gemma":[0.9932179,0.004983581,0.0004648173,0.0007151958,0.0004467151,0.0001717924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004806585,0.000005557092,0.0001230578,0.00006012814,0.00000404701,0.00004010393,0.004254272,0.0003083378,0.0001458063,0.9919926,0.0001699156,0.002891303],"study_design_scores_gemma":[0.00000467456,0.00001686021,0.0001183257,0.00005616273,0.000002865494,0.0001152793,0.00284795,0.001118613,0.0002415802,0.9833977,0.01207276,0.000007227593],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05894186,0.0091451,0.664634,0.01123576,0.0008633673,0.0001758066,0.0001331085,0.0001967884,0.2546742],"genre_scores_gemma":[0.893828,0.003792936,0.09388373,0.0006662409,0.0003295371,0.000322581,0.00009961979,0.00008549861,0.00699191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007958828,"threshold_uncertainty_score":0.02828366,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Gesture; Conceptualization; Metaphor; Gratitude; Linguistics; Painting; Surprise; Art; Psychology; Aesthetics; Communication; Visual arts; Philosophy; Social psychology","authors":[{"name":"Fabio Indìo Massimo Poppi","is_ca":false},{"name":"Peter Kravanja","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02845459408943708,"gpt":0.3198483543394212,"spread":0.2913937602499841,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005078972,0.0003544232,0.0001533722,0.0009967388,0.001149527,0.003188549,0.0004081227,0.000752438,0.002765849],"category_scores_gemma":[0.001886785,0.0001243896,0.0002249974,0.0005965349,0.007323125,0.002621637,0.00165285,0.000913972,0.0002096279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009931949,"about_ca_system_score_gemma":0.00039328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001513271,"about_ca_topic_score_gemma":0.001726499,"domain_scores_codex":[0.9996195,0.0002146457,0.000007811351,0.00004483096,0.00007490452,0.00003822762],"domain_scores_gemma":[0.9997175,0.0001507431,0.00004265553,0.00004002389,0.00002793486,0.00002114315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001452881,0.00001576708,0.001562513,0.0003009762,0.00001561323,0.001491857,0.2165917,0.001451781,0.0197502,0.7225202,0.002031856,0.03412232],"study_design_scores_gemma":[0.00005837698,0.0002335112,0.02452286,0.001129662,0.0000695896,0.006088427,0.2223461,0.01774558,0.01366043,0.2705398,0.4434125,0.0001930007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5204237,0.005398709,0.07850991,0.003808625,0.0003063542,0.00006208841,0.0001224254,0.0002285092,0.3911397],"genre_scores_gemma":[0.9894522,0.0004981931,0.00490711,0.00008602972,0.0000252855,0.00002459497,0.00002297246,0.00003557227,0.004948051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003188549,"threshold_uncertainty_score":0.009252608,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"David Machín","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1015213865804856,"gpt":0.2217145670933121,"spread":0.1201931805128265,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006824543,0.0007228912,0.0006385649,0.005360412,0.00404347,0.01272156,0.001383605,0.002250078,0.003835062],"category_scores_gemma":[0.005757904,0.0003866824,0.0008677804,0.00239563,0.05264009,0.009257021,0.005985369,0.00333,0.0005814568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003806575,"about_ca_system_score_gemma":0.002623241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001725766,"about_ca_topic_score_gemma":0.001552422,"domain_scores_codex":[0.9927912,0.005873877,0.0001686446,0.0003078066,0.0006147105,0.0002438031],"domain_scores_gemma":[0.9939188,0.004293825,0.0003930765,0.000623897,0.0004784711,0.0002919348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001289889,0.00001510677,0.0002640613,0.00007658664,0.00000739791,0.0001372392,0.04765119,0.0003357731,0.0004691343,0.9463486,0.000392759,0.004289211],"study_design_scores_gemma":[0.00001548737,0.00002863964,0.0005797864,0.0001611054,0.000008305436,0.0002963677,0.0414631,0.00154081,0.0005105683,0.9055359,0.04983911,0.00002082698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08344466,0.007871287,0.4755265,0.02500321,0.0007688123,0.0002331331,0.0001424755,0.0002287705,0.4067813],"genre_scores_gemma":[0.9348062,0.001902411,0.05340064,0.0007803669,0.0003959873,0.0002500392,0.00007339931,0.0001372979,0.008253735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01272156,"threshold_uncertainty_score":0.03609204,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Horst Ruthrof","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05692482278665512,"gpt":0.2580264650087363,"spread":0.2011016422220812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006272404,0.000729971,0.0007061121,0.002566358,0.003219587,0.008036354,0.001494431,0.002597313,0.006115592],"category_scores_gemma":[0.006760044,0.0005441033,0.001315316,0.001460638,0.03214639,0.0140914,0.005035208,0.004261123,0.001106721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003047151,"about_ca_system_score_gemma":0.001508171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348179,"about_ca_topic_score_gemma":0.0008545537,"domain_scores_codex":[0.9952759,0.002345776,0.0002528495,0.0007740108,0.0009979235,0.0003535339],"domain_scores_gemma":[0.9964247,0.00224095,0.0002108713,0.0005939148,0.0003587985,0.0001706465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001009912,0.000001009304,0.00001379433,0.00001144774,0.000001513353,0.00001010732,0.0005344601,0.00004790803,0.00002609933,0.9982693,0.0001926508,0.0008907252],"study_design_scores_gemma":[0.000002901212,0.000003456893,0.00005209113,0.00001140568,0.000001791718,0.00003204788,0.0001376089,0.0001872294,0.0000380274,0.9856902,0.0138392,0.000003999674],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01600346,0.009206324,0.4221661,0.03002959,0.001055591,0.0001484161,0.0002107142,0.00040229,0.5207776],"genre_scores_gemma":[0.8650836,0.004537086,0.09896514,0.003576822,0.001831707,0.000491828,0.0002071966,0.0002643966,0.02504224],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008036354,"threshold_uncertainty_score":0.03317207,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Veronica Giraldo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06064351018566153,"gpt":0.2955673371087187,"spread":0.2349238269230572,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001561113,0.0005539894,0.0003387308,0.001088785,0.0008382565,0.004121907,0.000769833,0.0006971399,0.005994071],"category_scores_gemma":[0.006305556,0.0002312062,0.0003173484,0.0006203803,0.006858826,0.002331105,0.00345192,0.000831686,0.0003385954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007525431,"about_ca_system_score_gemma":0.0005568327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139814,"about_ca_topic_score_gemma":0.0009404845,"domain_scores_codex":[0.9978726,0.0006990971,0.0001729998,0.0006049009,0.0004616558,0.0001888181],"domain_scores_gemma":[0.9972302,0.001424458,0.0004138523,0.0005372852,0.0001790475,0.0002151209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002090788,0.0006749672,0.05883736,0.001900046,0.000104558,0.00232665,0.222767,0.001543006,0.1847119,0.2772015,0.001068391,0.2467739],"study_design_scores_gemma":[0.000273362,0.003302598,0.5265116,0.0006099931,0.0002845784,0.005056864,0.1184991,0.01020138,0.1411653,0.1515756,0.04203599,0.0004837198],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9167703,0.0008792751,0.01322272,0.0002114132,0.0000851461,0.0001103876,0.00004276249,0.00006911504,0.06860892],"genre_scores_gemma":[0.9957917,0.0001004898,0.002257125,0.00004386334,0.00001272606,0.00003288704,0.00003031691,0.00001106537,0.001719875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005994071,"threshold_uncertainty_score":0.02005219,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Michael Kimmel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06145415109762718,"gpt":0.3365416173990062,"spread":0.275087466301379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001673944,0.0003048568,0.0001573782,0.0009979407,0.0006340895,0.002970495,0.000513905,0.0006560736,0.002985384],"category_scores_gemma":[0.01238889,0.0003076926,0.0001918942,0.0005520168,0.007825297,0.005718598,0.002587925,0.0009218262,0.0002808224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000404638,"about_ca_system_score_gemma":0.0002750742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006697675,"about_ca_topic_score_gemma":0.0009034774,"domain_scores_codex":[0.9987582,0.0007661713,0.0000484377,0.0001742594,0.000182339,0.00007066184],"domain_scores_gemma":[0.9944348,0.003514355,0.000900164,0.0006563857,0.0003320129,0.0001623366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002556919,0.00007343003,0.02213944,0.0008183558,0.00004861573,0.001217854,0.6373091,0.00134401,0.03309901,0.2213199,0.0006709914,0.08170353],"study_design_scores_gemma":[0.0001451625,0.0009410896,0.1594437,0.0009234248,0.000161098,0.007912586,0.3823161,0.01231262,0.02208355,0.3363999,0.07708227,0.0002784076],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059123,0.0009650722,0.04086541,0.0008216016,0.00002169967,0.00004417767,0.00007229563,0.00007233866,0.05122506],"genre_scores_gemma":[0.995861,0.0001304232,0.00342729,0.00002731674,0.000003924069,0.00001356887,0.00001974289,0.00001278588,0.0005039521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002985384,"threshold_uncertainty_score":0.009987116,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Johan Johan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06624857258764422,"gpt":0.3032485948007828,"spread":0.2370000222131385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004248924,0.0006849588,0.000549315,0.002830549,0.005366169,0.006630077,0.001431298,0.004051001,0.003436361],"category_scores_gemma":[0.006646268,0.0003701145,0.0005405984,0.002381392,0.04432414,0.01060122,0.006181042,0.004225405,0.0005603381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007099443,"about_ca_system_score_gemma":0.002532365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004936624,"about_ca_topic_score_gemma":0.004972717,"domain_scores_codex":[0.9963602,0.002226496,0.0001062456,0.0003654906,0.0006725568,0.0002689892],"domain_scores_gemma":[0.9973336,0.001714607,0.0002887664,0.0002051184,0.0003232122,0.0001345958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008500966,0.000002525937,0.00007258433,0.00001002584,9.209051e-7,0.00004727812,0.005830475,0.00009345772,0.00003038984,0.9916148,0.000956092,0.001332964],"study_design_scores_gemma":[0.00001615795,0.00001745376,0.0002735855,0.0000656277,0.000005435497,0.0001470213,0.003576595,0.0008194195,0.0003170035,0.9133265,0.08141141,0.00002381909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09103842,0.02364155,0.1522437,0.1229686,0.003512562,0.0001095377,0.0001959258,0.0003628382,0.6059269],"genre_scores_gemma":[0.9410802,0.003315776,0.02338313,0.005288149,0.001198458,0.00008538465,0.00005946257,0.0001652362,0.02542413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007099443,"threshold_uncertainty_score":0.05151033,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"John David Jordan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02349006757391161,"gpt":0.2498998183453452,"spread":0.2264097507714336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003497506,0.0004720598,0.000339781,0.001591921,0.006375645,0.009211215,0.0006676093,0.001454674,0.002228856],"category_scores_gemma":[0.002677584,0.0002163775,0.0002946848,0.001169944,0.05543299,0.006092986,0.004311168,0.002466379,0.0003621831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004985722,"about_ca_system_score_gemma":0.002640895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002302897,"about_ca_topic_score_gemma":0.002186618,"domain_scores_codex":[0.9965412,0.002581509,0.00006541674,0.0002018074,0.0003740653,0.0002359212],"domain_scores_gemma":[0.9982613,0.001113683,0.0001965362,0.0002020813,0.0001086,0.0001176973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002017778,0.000008386182,0.0001319957,0.00002811703,0.000001536705,0.0001000833,0.1383183,0.0000804661,0.0002781785,0.8583277,0.0007723253,0.001932813],"study_design_scores_gemma":[0.00002946711,0.0000713712,0.0009267775,0.0003320575,0.00001101172,0.0005655091,0.2329478,0.001515832,0.001652518,0.4726198,0.2892896,0.00003827289],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3059302,0.003240945,0.03836033,0.02766747,0.0008193954,0.00009448743,0.0001669485,0.0001473918,0.6235728],"genre_scores_gemma":[0.9888949,0.0004359769,0.001560775,0.0003147926,0.00008117276,0.00004372871,0.00002109333,0.00004750909,0.008599913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009211215,"threshold_uncertainty_score":0.03617412,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Semiotics; Sign (mathematics); Sociology; Representation (politics); Epistemology; Semiosis; Aesthetics; Politics; Philosophy; Mathematics","authors":[{"name":"Maria-Carolina Cambre","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04834739820550249,"gpt":0.2746091204135068,"spread":0.2262617222080043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003186827,0.0005257154,0.0003468402,0.001288792,0.006282881,0.01454101,0.0009247847,0.002239687,0.009489774],"category_scores_gemma":[0.007684192,0.0003483106,0.0002526625,0.0007765256,0.03926102,0.01665077,0.008481445,0.003946931,0.000992702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003155746,"about_ca_system_score_gemma":0.001649248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002048999,"about_ca_topic_score_gemma":0.001740891,"domain_scores_codex":[0.9967629,0.002280018,0.00006501218,0.0002602579,0.0003707288,0.0002610725],"domain_scores_gemma":[0.9965145,0.001914908,0.0002612767,0.0006312783,0.0003759006,0.0003022307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003358414,0.00001754489,0.0005223312,0.00007274848,0.000004164258,0.0001913066,0.04705817,0.0001944783,0.0002720304,0.9399158,0.002134639,0.009583086],"study_design_scores_gemma":[0.00004018883,0.000122138,0.001342035,0.0006205885,0.00002835468,0.0007669137,0.1054099,0.002298274,0.001596957,0.5094007,0.3783172,0.00005682487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08885582,0.002853222,0.0225382,0.02104554,0.0004833743,0.00004246722,0.00005058936,0.0001244812,0.8640063],"genre_scores_gemma":[0.9868527,0.0005135619,0.001963806,0.0005173938,0.00006942216,0.00002820238,0.00001327072,0.0000649186,0.00997679],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01454101,"threshold_uncertainty_score":0.03174645,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Sound (geography); Art; Acoustics; History; Physics","authors":[{"name":"Jordan Zlatev","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01373378752131234,"gpt":0.2796960719493438,"spread":0.2659622844280314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004925653,0.002505867,0.002605991,0.003623465,0.003690298,0.007031527,0.003176195,0.01252386,0.0131927],"category_scores_gemma":[0.02545143,0.00081272,0.001857099,0.001434694,0.003205924,0.003984921,0.001642546,0.01565477,0.006779107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002906513,"about_ca_system_score_gemma":0.004563039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002139321,"about_ca_topic_score_gemma":0.00601944,"domain_scores_codex":[0.9958413,0.0006048396,0.0004049888,0.0005012212,0.002331165,0.0003164831],"domain_scores_gemma":[0.980928,0.006178889,0.000929005,0.0005018293,0.009090395,0.002371917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000203592,0.000008581135,0.00001808474,0.00008808586,0.000007024395,0.00007081051,0.00001544494,0.00001447613,0.00003022851,0.0003537945,0.9971781,0.002194965],"study_design_scores_gemma":[0.00006004226,0.0000286396,0.0003473482,0.0004734877,0.00004531907,0.0002286125,0.0001150655,0.0002459043,0.0001616505,0.002784837,0.9954822,0.00002683623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003196528,0.001417479,0.00008221113,0.03886458,0.9585432,0.00001081603,0.00003091541,0.00003614608,0.0009826793],"genre_scores_gemma":[0.0006478299,0.001747265,0.0000901534,0.02105345,0.9693372,0.00001733975,0.00002360589,0.00004444784,0.00703884],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0131927,"threshold_uncertainty_score":0.04413402,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Process (computing); Linguistics; Sociology; Epistemology; Computer science; Cognitive science; Psychology; Philosophy; Programming language","authors":[{"name":"Paul J. Thibault","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05456478596698786,"gpt":0.3508558474472013,"spread":0.2962910614802134,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00211301,0.000589874,0.0006004256,0.001013351,0.001211244,0.006516267,0.0018908,0.002591564,0.009380942],"category_scores_gemma":[0.002461661,0.0003752896,0.001852004,0.0009183051,0.01649299,0.007729651,0.00214767,0.002552436,0.001733771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001421756,"about_ca_system_score_gemma":0.001512104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623771,"about_ca_topic_score_gemma":0.0007900372,"domain_scores_codex":[0.9990702,0.0004781653,0.00006123837,0.0001461689,0.000146974,0.00009726504],"domain_scores_gemma":[0.9985377,0.0008640596,0.0001201128,0.0002555951,0.0001436978,0.00007891733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003541266,0.00001027423,0.0001029069,0.00003559786,0.000004507944,0.00002912345,0.001224413,0.0005008026,0.0002273671,0.9949356,0.0003193384,0.002606362],"study_design_scores_gemma":[0.00000584221,0.00002658423,0.0004215702,0.00005527994,0.00001093037,0.00009451121,0.0008134286,0.006773112,0.0005428562,0.9833276,0.007914425,0.0000139728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03483862,0.002800496,0.7661836,0.008258048,0.0003890478,0.000279744,0.0001248361,0.0003399675,0.1867857],"genre_scores_gemma":[0.8232274,0.002168744,0.1491459,0.00122343,0.0003044014,0.0007294172,0.0002056807,0.0002493541,0.02274565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009380942,"threshold_uncertainty_score":0.03138238,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Arbitrariness; Semiotics; Sign (mathematics); Epistemology; Phenomenon; Term (time); Point (geometry); Iconicity; Psychology; Linguistics; Cognitive psychology; Philosophy; Mathematics","authors":[{"name":"Hubert Kowalewski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09505823072639553,"gpt":0.258424794330308,"spread":0.1633665636039125,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007649558,0.0008212032,0.0008782391,0.003311722,0.004539208,0.01002129,0.002005763,0.005327064,0.006567391],"category_scores_gemma":[0.009513926,0.0003887959,0.001265155,0.001809251,0.02620946,0.01321629,0.008435239,0.004366537,0.0006537822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002875983,"about_ca_system_score_gemma":0.003299315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008726165,"about_ca_topic_score_gemma":0.0008386269,"domain_scores_codex":[0.9913459,0.005676207,0.0002844966,0.0007351321,0.001243923,0.0007142939],"domain_scores_gemma":[0.9953714,0.002357301,0.0005912362,0.0006490802,0.0007014053,0.0003295492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005837107,0.000004361322,0.0000774685,0.00001341056,0.000001966233,0.00003476604,0.001604706,0.0000951789,0.00005079452,0.9967648,0.0001703216,0.001176346],"study_design_scores_gemma":[0.00001139028,0.00002251341,0.0001594843,0.00005915901,0.000005209115,0.00008851488,0.001614869,0.001112532,0.0001358637,0.979665,0.01711066,0.00001472989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08681867,0.002528496,0.3175417,0.0399699,0.0008412867,0.0002439617,0.0001358466,0.0002120591,0.551708],"genre_scores_gemma":[0.9697927,0.000405473,0.01746714,0.001110898,0.0002357892,0.0002207041,0.00003541491,0.00007510761,0.0106568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01002129,"threshold_uncertainty_score":0.04045522,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"George Damaskinidis","is_ca":false},{"name":"Evangelos Kourdis","is_ca":false},{"name":"Evrpides Zantides","is_ca":false},{"name":"Eleni Sykioti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02304353807911644,"gpt":0.2930377064308501,"spread":0.2699941683517336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003804847,0.0002202871,0.0001785495,0.0004879901,0.0002496618,0.0007050876,0.0001682934,0.0003939359,0.002511834],"category_scores_gemma":[0.006966793,0.0001726748,0.0001591339,0.0004286003,0.0004006493,0.0006154,0.0004285508,0.0004533119,0.0002483368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002478085,"about_ca_system_score_gemma":0.0001527242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002356136,"about_ca_topic_score_gemma":0.002496089,"domain_scores_codex":[0.9995397,0.0001884404,0.00002332702,0.00009400432,0.0001069133,0.00004759448],"domain_scores_gemma":[0.9951406,0.00375872,0.0004245396,0.0002422451,0.0003418176,0.00009210919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003251328,0.0003464958,0.03989214,0.0003924808,0.00009895486,0.000687086,0.02039686,0.00115083,0.8476436,0.001154685,0.0007424745,0.08424322],"study_design_scores_gemma":[0.0001295393,0.002040597,0.8892782,0.00009824362,0.0001436559,0.0009448362,0.007303291,0.005242627,0.0901579,0.001199865,0.00336721,0.00009420367],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925185,0.0001256656,0.002496651,0.00002642873,0.00001323401,0.0000353194,0.00007601408,0.00004731499,0.004660708],"genre_scores_gemma":[0.9966953,0.0000830302,0.002049348,0.00002367421,0.000007593945,0.00002943801,0.00005638523,0.00001867044,0.001036563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002511834,"threshold_uncertainty_score":0.008402884,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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)","authors":[{"name":"Donna E. West","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02721802568299342,"gpt":0.2309561039637379,"spread":0.2037380782807444,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005014087,0.0004869797,0.0005915412,0.003853082,0.002780303,0.007660276,0.0009283159,0.001508505,0.003506321],"category_scores_gemma":[0.009591335,0.0002976271,0.000561246,0.002780142,0.02135445,0.02005508,0.004184618,0.002043201,0.0005981232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003070395,"about_ca_system_score_gemma":0.001844706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486017,"about_ca_topic_score_gemma":0.001450368,"domain_scores_codex":[0.9949393,0.002439149,0.0003651474,0.0006269583,0.001363854,0.0002655482],"domain_scores_gemma":[0.9955713,0.002550346,0.0003923245,0.0007635176,0.0005560661,0.0001665199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002513027,0.000006899787,0.0005453202,0.00003089911,0.000002206764,0.00008747642,0.01743485,0.00008278959,0.000498161,0.9732828,0.0001975497,0.007805978],"study_design_scores_gemma":[0.00002547225,0.0000643977,0.002376196,0.0001075921,0.00002375426,0.000982071,0.01476685,0.002962302,0.003598536,0.8996573,0.07538164,0.00005385147],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2393955,0.002786843,0.2633142,0.002714366,0.0003762482,0.0001303157,0.0001110391,0.0003213223,0.4908502],"genre_scores_gemma":[0.9502549,0.0006719785,0.03567462,0.0002048129,0.0001039003,0.0001062198,0.00007872661,0.000151861,0.01275312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007660276,"threshold_uncertainty_score":0.02651739,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Semiotics; Naturalism; Philosophy; Epistemology; Lifeworld; Perception","authors":[{"name":"Ian Verstegen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03953311018799141,"gpt":0.289847385932336,"spread":0.2503142757443446,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002724648,0.0004799595,0.0004326358,0.001872705,0.002674847,0.005158233,0.0005690071,0.002705632,0.001264853],"category_scores_gemma":[0.007860431,0.0003924024,0.0004464422,0.001269472,0.02425896,0.008921248,0.002748969,0.004101396,0.0003026362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002899961,"about_ca_system_score_gemma":0.001386831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01187181,"about_ca_topic_score_gemma":0.007333906,"domain_scores_codex":[0.9969839,0.001871633,0.00007760763,0.000279252,0.0006212659,0.0001663042],"domain_scores_gemma":[0.9974928,0.001813145,0.0001253584,0.0001494743,0.0003299761,0.00008934067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003436354,0.0000120597,0.0002228229,0.00006132102,0.000008743058,0.0001475387,0.02617244,0.0002139759,0.000454259,0.9568427,0.003850023,0.01197982],"study_design_scores_gemma":[0.00001375225,0.00003824288,0.0009121842,0.0001700845,0.00002098957,0.0002839977,0.007185831,0.000983555,0.0003955304,0.9349528,0.0549896,0.00005337808],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1451851,0.11026,0.1298944,0.1589044,0.005300192,0.0001209247,0.00009868585,0.0002985432,0.4499378],"genre_scores_gemma":[0.9535266,0.01435548,0.01404842,0.005398575,0.0009110277,0.00007196647,0.00002914441,0.0002267146,0.01143209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01187181,"threshold_uncertainty_score":0.02360541,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Adeyemi Adegoju","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02428299233529959,"gpt":0.2653143548110946,"spread":0.241031362475795,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004264264,0.000580329,0.0004658216,0.001587447,0.008329025,0.008418974,0.0003313326,0.001249331,0.00119228],"category_scores_gemma":[0.006058736,0.0003664456,0.0001687858,0.00162516,0.02530738,0.005382729,0.003584757,0.00236612,0.00009253357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004397058,"about_ca_system_score_gemma":0.002427902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004663297,"about_ca_topic_score_gemma":0.006759365,"domain_scores_codex":[0.9971713,0.00210904,0.00009659422,0.0001178413,0.0002963186,0.0002088034],"domain_scores_gemma":[0.9957698,0.003444121,0.0003774705,0.0001244348,0.0001635363,0.0001205384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007023896,0.00001389925,0.001940577,0.0001223143,0.000003959997,0.0005759778,0.7810327,0.0001137714,0.001521093,0.207132,0.0002036627,0.007269722],"study_design_scores_gemma":[0.00001750852,0.0000711422,0.005787395,0.0008570285,0.00003081123,0.001044281,0.8998401,0.0006456907,0.001778788,0.04281214,0.04707604,0.00003917954],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8505956,0.003613648,0.003998237,0.006616549,0.0002560839,0.00003405243,0.00001717823,0.00001093304,0.1348577],"genre_scores_gemma":[0.9979904,0.000540935,0.0003652103,0.00008270331,0.0000127162,0.000008952374,0.000002182929,0.000006077094,0.0009909149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008418974,"threshold_uncertainty_score":0.03190309,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Dimitar Trendafilov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04131630092671795,"gpt":0.2653461659735638,"spread":0.2240298650468459,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001897326,0.0004354668,0.0002867633,0.001713931,0.004060595,0.01141162,0.0005505924,0.002017312,0.00374604],"category_scores_gemma":[0.003130893,0.000313617,0.0002598788,0.001534736,0.02948328,0.01232871,0.005546573,0.002327018,0.0004091478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002061184,"about_ca_system_score_gemma":0.0007296514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009410133,"about_ca_topic_score_gemma":0.00127564,"domain_scores_codex":[0.9981775,0.001176512,0.00004623602,0.0001619369,0.0003018043,0.000135934],"domain_scores_gemma":[0.9976842,0.001534242,0.0001645876,0.0003438812,0.0001201028,0.0001529042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003710408,0.00001506128,0.000879924,0.0001118808,0.000006645261,0.000581971,0.1839808,0.000106167,0.0005817257,0.7922614,0.001277435,0.02015986],"study_design_scores_gemma":[0.00001479175,0.0001060146,0.003054703,0.0006157415,0.00002445691,0.002078466,0.165276,0.0005759776,0.001385796,0.4722302,0.3545868,0.00005102155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3250328,0.03972894,0.03298063,0.03537797,0.001193309,0.00004344687,0.0001068844,0.0001756696,0.5653603],"genre_scores_gemma":[0.9844073,0.004244146,0.002683147,0.0007582663,0.0002498557,0.00001748863,0.00001577103,0.00005451125,0.007569452],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01141162,"threshold_uncertainty_score":0.01495504,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Andreas Widoff","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0631782985431908,"gpt":0.2754674977964455,"spread":0.2122891992532547,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007137063,0.0005811249,0.0009477139,0.003430188,0.004920953,0.006902462,0.001317349,0.002137278,0.003380848],"category_scores_gemma":[0.01118399,0.0005867123,0.001283867,0.001742859,0.04367698,0.01905984,0.01207004,0.004209539,0.0004767487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003460484,"about_ca_system_score_gemma":0.001772895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001333286,"about_ca_topic_score_gemma":0.0007448785,"domain_scores_codex":[0.988468,0.006466091,0.0007283026,0.001293395,0.002016431,0.001027813],"domain_scores_gemma":[0.9935546,0.003394699,0.0004863962,0.001499311,0.0006898634,0.0003750919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008067561,0.000003603288,0.00009775506,0.000008539877,0.000002268544,0.0000284051,0.001559534,0.00006603812,0.00005582519,0.9967856,0.00007537835,0.001308989],"study_design_scores_gemma":[0.000005422699,0.000008507272,0.0001055547,0.00001941495,0.000003594965,0.00005099766,0.0006031842,0.0003300684,0.00008271352,0.9944338,0.004351744,0.00000493474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1435957,0.002829044,0.5160233,0.01175039,0.0005907562,0.0001979589,0.0001198812,0.0002775491,0.3246154],"genre_scores_gemma":[0.9738923,0.0003780889,0.02071786,0.0005714446,0.0001282149,0.0001352193,0.0000468289,0.00007751627,0.004052646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007137063,"threshold_uncertainty_score":0.03774482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}