{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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":"57ed331431c3","filters":{"venue":"Signs and Society"}},"results":[{"id":"W3168679524","doi":"10.1086/714424","title":"Spectral Aphasia, Psychical Ghost Stories, and Spirit Post Offices: Three Modern Ghost Stories about Communication Infrastructures","year":2021,"lang":"en","type":"article","venue":"Signs and Society","topic":"Narrative Theory and Analysis","field":"Arts and Humanities","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Aphasia; Communication; History; Art; Psychology; Visual arts; Literature; Cognitive psychology","authors":[{"name":"Paul Manning","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01928370827342013,"gpt":0.2474973467138681,"spread":0.2282136384404479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002046018,0.0001990562,0.0002872311,0.00002024138,0.001268197,0.0004097798,0.0001295747,0.00009393937,0.0009461902],"category_scores_gemma":[0.00002273415,0.000167696,0.0001551272,0.00006358941,0.0008719775,0.0002842329,0.00009054531,0.0003002067,0.00000243667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000252983,"about_ca_system_score_gemma":0.00006287306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003451848,"about_ca_topic_score_gemma":0.005938674,"domain_scores_codex":[0.9990219,0.0000987851,0.0002196852,0.0002809512,0.0001644562,0.0002142633],"domain_scores_gemma":[0.9992428,0.00009200602,0.00009152778,0.000281515,0.0002036273,0.00008851981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004073222,0.0001089449,0.002280142,0.00008484698,0.000370718,0.000005856767,0.2812455,0.000009598683,0.002284912,0.707586,0.003284154,0.002698594],"study_design_scores_gemma":[0.002680659,0.0007046198,0.02531852,0.0002376366,0.0006636142,0.00004412659,0.4384628,0.001561408,0.0008857042,0.3109038,0.2168004,0.001736703],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767686,0.007817323,0.0005082497,0.001821835,0.0002017474,0.000122164,0.0002683371,0.00006732887,0.01242438],"genre_scores_gemma":[0.9961335,0.000684344,0.0004750116,0.0006007816,0.0004293106,0.000006305206,0.0001443957,0.0000167406,0.001509615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3966822,"threshold_uncertainty_score":0.9999671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1982206540","doi":"10.1086/670164","title":"On the Metaphorical Connectivity of Cultural Sign Systems","year":2013,"lang":"en","type":"article","venue":"Signs and Society","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Metaphor; Sign (mathematics); Conceptual metaphor; Epistemology; Linguistics; Sociology; Cognition; Nonverbal communication; Mechanism (biology); Cognitive science; Psychology; Communication; Philosophy; Mathematics","authors":[{"name":"Marcel Danesi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02924123987604896,"gpt":0.2796318068571565,"spread":0.2503905669811075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027814,0.00008794214,0.0001585725,0.000006685154,0.0001094253,0.00003356494,0.00006634331,0.00009316256,0.0007317751],"category_scores_gemma":[0.00002880538,0.00004626592,0.0001387016,0.00007976501,0.0001078868,0.00004943348,0.00001453316,0.000131447,0.00006849696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001003632,"about_ca_system_score_gemma":0.000006008077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006078593,"about_ca_topic_score_gemma":0.000001723406,"domain_scores_codex":[0.9992868,0.0001815583,0.0001202964,0.0001555505,0.0001132958,0.0001424498],"domain_scores_gemma":[0.9994416,0.000241679,0.00005967836,0.0001480868,0.00007032896,0.00003864871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003718634,0.0005177825,0.0007196473,0.00007590232,0.0009370885,0.000003624732,0.07179455,0.000006243871,0.02821178,0.6134307,0.2783984,0.005867111],"study_design_scores_gemma":[0.005021591,0.003032667,0.1219039,0.0001404451,0.0007736929,0.00007025268,0.7907869,0.00221005,0.006503513,0.05805902,0.00990239,0.00159559],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764824,0.0005784634,0.0006096255,0.0002469707,0.0002887832,0.0002991524,0.00001156266,0.00002327489,0.02145979],"genre_scores_gemma":[0.9981426,0.00002494981,0.00001810294,0.0003573576,0.00009126147,0.0000728559,0.000003873386,0.000006268312,0.001282742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7189924,"threshold_uncertainty_score":0.8012424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2804733983","doi":"10.1086/695567","title":"Educating Openness: Umberto Eco’s Poetics of Openness as a Pedagogical Value","year":2018,"lang":"en","type":"article","venue":"Signs and Society","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Poetics; Openness to experience; Semiotics; Sign (mathematics); Epistemology; Value (mathematics); Sociology; Interpretation (philosophy); Existentialism; Constructivism (international relations); Critical theory; Perspective (graphical); Aesthetics; Linguistics; Philosophy; Psychology; Political science; Social psychology; Art; Computer science; Mathematics; Law; Visual arts","authors":[{"name":"Cary Campbell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0849110488090051,"gpt":0.3343718603151657,"spread":0.2494608115061606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002985754,0.0001199344,0.0002057332,0.00001293931,0.0005575799,0.0001819592,0.0001359535,0.00005675939,0.002722818],"category_scores_gemma":[0.00003338761,0.00009675891,0.0001145394,0.00003519761,0.0005635442,0.0001497223,0.0001221309,0.0001070665,0.00003765254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001746911,"about_ca_system_score_gemma":0.0000915707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163036,"about_ca_topic_score_gemma":0.001051257,"domain_scores_codex":[0.9991916,0.00004603771,0.0002158917,0.000203245,0.0001399655,0.0002032089],"domain_scores_gemma":[0.9994283,0.00005100839,0.00008606632,0.0001348151,0.0002192807,0.00008058383],"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":[0.00001106968,0.0002991148,0.001742899,0.0001108299,0.0001249607,0.000001955845,0.2461203,9.17216e-7,0.00274038,0.7306646,0.01648757,0.001695372],"study_design_scores_gemma":[0.001885165,0.00198141,0.008916814,0.0002864565,0.0002255535,0.0000185655,0.3377656,0.001251028,0.004604169,0.0508211,0.5909327,0.001311446],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8928858,0.00007538507,0.00001901552,0.0003118219,0.0003561118,0.0001369139,0.00002228639,0.0000149868,0.1061777],"genre_scores_gemma":[0.9876335,0.00007422115,0.000130805,0.0004240385,0.0006745443,0.000008324705,0.000005225051,0.00001284265,0.01103653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6798435,"threshold_uncertainty_score":0.9981889,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3118291292","doi":"10.1086/710157","title":"Language Use and Islamic Practices in Multilingual Europe","year":2020,"lang":"en","type":"article","venue":"Signs and Society","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Islam; Urdu; Sociolinguistics; Arabic; Immigration; Quarter (Canadian coin); Sociology; Linguistics; Focus (optics); Gender studies; Political science; History; Law","authors":[{"name":"Shahzaman Haque","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1374452765156348,"gpt":0.4556369362454581,"spread":0.3181916597298233,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002751015,0.00005491727,0.00007569697,0.000008879934,0.0001660643,0.0001200716,0.00005119056,0.00005341615,0.00006654098],"category_scores_gemma":[0.00110988,0.00005188558,0.00002223198,0.000153362,0.0001442849,0.0001951758,0.00002662184,0.0001257189,0.000005635643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009380298,"about_ca_system_score_gemma":0.0001176039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006553252,"about_ca_topic_score_gemma":0.001029099,"domain_scores_codex":[0.9994294,0.0001090746,0.00008667493,0.0001506207,0.00008633875,0.0001378824],"domain_scores_gemma":[0.9996102,0.0001622285,0.00006739693,0.00004226755,0.00003156551,0.00008633385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003932654,0.00002797943,0.01194473,0.00001850315,0.000006530531,0.00000258045,0.9746737,0.000001235252,0.002246303,0.003507189,0.0009549891,0.00661234],"study_design_scores_gemma":[0.00125086,0.0001071886,0.07816775,0.00003206998,0.00002859796,0.000001594576,0.5992813,0.002598097,0.0004278325,0.0001764904,0.3174362,0.0004920214],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896526,0.0002339496,0.000004031126,0.004343792,0.00004882944,0.00009666318,0.000005071348,0.00002909548,0.005585976],"genre_scores_gemma":[0.9943864,0.000825723,0.000429044,0.003282445,0.0002317688,0.000001708549,0.000002134045,0.000005412764,0.0008353919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3753924,"threshold_uncertainty_score":0.99066,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2803378553","doi":"10.1086/696799","title":"Trace, Revelation, and Interpretant in Archaeological Research: The Graffiti of Huaca Colorada, Peru","year":2018,"lang":"en","type":"article","venue":"Signs and Society","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Graffiti; Semiotics; TRACE (psycholinguistics); Interpretation (philosophy); Affordance; Archaeology; Revelation; Assemblage (archaeology); Art; Aesthetics; History; Visual arts; Epistemology; Literature; Philosophy; Linguistics; Psychology","authors":[{"name":"Edward Swenson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09733832130644725,"gpt":0.4029886382370236,"spread":0.3056503169305764,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003336493,0.00005126643,0.000112118,0.00002093364,0.0005196135,0.00003521609,0.0001537786,0.0001026357,0.00007337017],"category_scores_gemma":[0.0003759138,0.00003463076,0.00003739095,0.0003539457,0.004450089,0.0001297921,0.0001263749,0.0002075697,0.000001945081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003792529,"about_ca_system_score_gemma":0.0001082883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124606,"about_ca_topic_score_gemma":0.003400439,"domain_scores_codex":[0.9987785,0.0003876346,0.0001322223,0.000164225,0.0002825922,0.0002548455],"domain_scores_gemma":[0.9992434,0.000423485,0.00003744802,0.00009570173,0.0001375326,0.00006238275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002317696,0.00005386711,0.07207488,0.00001433786,0.00002691174,0.000001382165,0.6678481,5.854025e-7,0.0009167484,0.2388583,0.01599834,0.004183436],"study_design_scores_gemma":[0.000777655,0.0008563212,0.3601597,0.000083134,0.00001412617,0.000003627478,0.3724325,0.001620155,0.000159793,0.06908494,0.1945249,0.0002830723],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973224,0.0003585338,0.000120171,0.01281997,0.00005180073,0.0002282534,0.000004448691,0.00001335243,0.01317948],"genre_scores_gemma":[0.9980519,0.0007091322,0.0003931018,0.0001550899,0.0001175825,0.000007960387,5.198962e-7,0.000003127793,0.0005616114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2954156,"threshold_uncertainty_score":0.9982592,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2902818884","doi":"10.1086/699599","title":"Undecontextualizable: Performativity and the Conditions of Possibility of Linguistic Symbolism","year":2018,"lang":"en","type":"article","venue":"Signs and Society","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Indexicality; Performative utterance; Performativity; Semiotics; Linguistics; Articulation (sociology); Epistemology; Aesthetics; Sociology; Philosophy; Politics","authors":[{"name":"Luke Fleming","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02926582126987303,"gpt":0.2892811259380217,"spread":0.2600153046681487,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000392492,0.00005970527,0.0001539798,0.00000760733,0.0003823714,0.00005314711,0.00008715063,0.00002435295,0.0003677618],"category_scores_gemma":[0.00005582702,0.00003625256,0.00005702674,0.00001901888,0.003399336,0.0000906147,0.00005604544,0.00006742933,9.274365e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004477073,"about_ca_system_score_gemma":0.00003639818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005083055,"about_ca_topic_score_gemma":0.0003266071,"domain_scores_codex":[0.9995416,0.00007510836,0.0001754842,0.0000676475,0.00006963722,0.00007049752],"domain_scores_gemma":[0.9992588,0.0002088497,0.0001088559,0.0002185542,0.0001863441,0.00001859259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004839173,0.0000249474,0.0001917366,0.00004470698,0.00003578718,1.729483e-8,0.3097999,9.933124e-8,0.000050707,0.6891736,0.0005993621,0.00007428442],"study_design_scores_gemma":[0.002651134,0.0002939928,0.014778,0.0001321404,0.0002183567,0.000003160606,0.6919472,0.001901509,0.000563195,0.280903,0.006299856,0.0003084335],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209256,0.0005877731,0.00007621303,0.0001703486,0.00006690541,0.000130912,0.0001262836,0.00001332633,0.07790267],"genre_scores_gemma":[0.9991931,0.0001081291,0.00005157355,0.0000946311,0.00009897753,0.00000479188,0.000007312464,0.000003381697,0.0004381562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4082706,"threshold_uncertainty_score":0.9993128,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2396348639","doi":"10.1086/685436","title":"Discourses, Legitimization, and the Construction of Acadianité","year":2016,"lang":"en","type":"article","venue":"Signs and Society","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Moncton","funders":"","keywords":"Ideology; Tourism; Focus (optics); Sociology; Relation (database); The Symbolic; French; Linguistics; Discourse analysis; Political science; Politics; Law; Philosophy; Psychology; Computer science","authors":[{"name":"Mélanie LeBlanc","is_ca":true},{"name":"Annette Boudreau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005508989772973609,"gpt":0.2071980141535646,"spread":0.2016890243805909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002015563,0.00001992043,0.00004764009,0.00001225695,0.0005701876,0.00005266795,0.00002871761,0.00003597753,0.0001079899],"category_scores_gemma":[0.00003107967,0.00001358401,0.0000293739,0.0000479098,0.002585467,0.00009598181,0.000006862942,0.00002177601,8.094891e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003459646,"about_ca_system_score_gemma":0.000132229,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.034732,"about_ca_topic_score_gemma":0.05973876,"domain_scores_codex":[0.9997421,0.00003560512,0.00004879155,0.00005119684,0.00006336452,0.00005893301],"domain_scores_gemma":[0.9998248,0.00004829302,0.00003018844,0.00003281569,0.00002650543,0.00003742185],"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":[0.0000031291,0.000003650988,0.000976561,0.000006380191,0.00001569948,9.966029e-8,0.02981151,1.744732e-7,0.00009839701,0.9381838,0.01479044,0.01611014],"study_design_scores_gemma":[0.001173023,0.00001785379,0.005751065,0.00003058456,0.00004336051,0.000001784174,0.03554939,0.00001144325,0.00001406249,0.02258711,0.9346975,0.0001227997],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6070222,0.008722466,0.01153815,0.1239486,0.001875641,0.00141446,0.0003024253,0.0001316894,0.2450443],"genre_scores_gemma":[0.9862874,0.006779162,0.0001903568,0.0002203175,0.0001479476,0.000003974222,6.312541e-7,0.000003059147,0.006367131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9199071,"threshold_uncertainty_score":0.9716958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3012370853","doi":"10.1086/706249","title":"Transliterating Cities: The Interdiscursive Ethnohistory of a Tamil Francophonie","year":2020,"lang":"en","type":"article","venue":"Signs and Society","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Tamil; Ethnohistory; Ethnography; French; Media studies; History; Diaspora; Visual arts; Sociology; Anthropology; Art; Literature; Archaeology; Gender studies","authors":[{"name":"Sonia N. Das","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05994725104629463,"gpt":0.3900297408866993,"spread":0.3300824898404047,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002232028,0.00004576796,0.00008081168,0.000004063995,0.0003681474,0.0000225131,0.00009088911,0.00004668504,0.0002048699],"category_scores_gemma":[0.00007272749,0.00003343572,0.00009424023,0.0001067589,0.0003838972,0.00004378358,0.00001083897,0.0001090062,0.000002026623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001634354,"about_ca_system_score_gemma":0.0001634974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009714777,"about_ca_topic_score_gemma":0.00008019742,"domain_scores_codex":[0.9995277,0.00007649417,0.0001045957,0.00008372313,0.0001062344,0.0001012852],"domain_scores_gemma":[0.9996963,0.00009930482,0.00004414845,0.00004671286,0.00004384749,0.00006975705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001310775,0.000006689858,0.00009128872,0.00002085777,0.00000961616,4.644398e-8,0.9854226,0.00000156306,0.0007995121,0.003014276,0.005882524,0.004749776],"study_design_scores_gemma":[0.0002000783,0.00004211409,0.0004138361,0.0000208299,0.00001079174,8.266494e-8,0.7733407,0.0002573809,0.0001915723,0.0003432502,0.2250876,0.00009180643],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8517007,0.002205662,0.001100736,0.02917782,0.0006931333,0.0003930221,0.00004262458,0.00006622261,0.1146201],"genre_scores_gemma":[0.9944065,0.0001342713,0.0001921447,0.004257651,0.0003283883,0.000004776449,0.000001071371,0.000003604351,0.0006716304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.219205,"threshold_uncertainty_score":0.2831529,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409671276","doi":"10.1017/sas.2024.5","title":"Semiotic Determinacy: Sovereign Citizens’ Approach to Legal Language","year":2025,"lang":"en","type":"article","venue":"Signs and Society","topic":"Law in Society and Culture","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Determinacy; Semiotics; Sovereignty; Linguistics; Law and economics; Political science; Sociology; Mathematics; Law; Philosophy; Politics","authors":[{"name":"Joshua Babcock","is_ca":false},{"name":"Amy J. Cohen","is_ca":false},{"name":"Ilana Gershon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01180312143607708,"gpt":0.2853048295740621,"spread":0.273501708137985,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003609415,0.0001078566,0.0001542392,0.000003640929,0.0008876895,0.0001138373,0.0001801354,0.0001926519,0.00005532354],"category_scores_gemma":[0.00005383438,0.00009421955,0.0001772945,0.0002951618,0.0002459704,0.0001027223,0.00007415416,0.0001752471,0.000007930785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000755491,"about_ca_system_score_gemma":0.0001214296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002725538,"about_ca_topic_score_gemma":0.00003846942,"domain_scores_codex":[0.9990498,0.00007195211,0.0001074011,0.0002534939,0.0002027966,0.0003145202],"domain_scores_gemma":[0.9996067,0.0000655914,0.00002448172,0.0001333695,0.00004892498,0.000120957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005695229,0.0001040121,0.0004081613,0.00009419334,0.0001020868,0.000003204072,0.2808045,0.00005582217,0.00163866,0.5885035,0.1250787,0.003201496],"study_design_scores_gemma":[0.0008145896,0.00007079479,0.001583105,0.00009417423,0.0001197274,0.000002030876,0.6234856,0.0006317273,0.0004056293,0.01203764,0.3600717,0.0006832821],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1178807,0.0006675079,0.00239631,0.001475477,0.0002593195,0.0004060846,0.00001883068,0.0001568492,0.8767389],"genre_scores_gemma":[0.957404,0.0001679127,0.002440121,0.004421371,0.0002354795,0.00001878893,0.000004327424,0.000006870822,0.03530115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8414378,"threshold_uncertainty_score":0.682748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3209454991","doi":"10.1086/716433","title":"Technique and the Threat of Deethicalization","year":2021,"lang":"en","type":"article","venue":"Signs and Society","topic":"Diversity and Impact of Dance","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Unobservable; Semiotics; Psychology; Aesthetics; Epistemology; Social psychology; Art; Philosophy","authors":[{"name":"Jack Sidnell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01675522172751161,"gpt":0.2825232133982192,"spread":0.2657679916707076,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001642442,0.00002682552,0.00006201075,0.000002084296,0.00006779533,0.000008707815,0.00002435423,0.00006502347,0.0001214623],"category_scores_gemma":[0.00001501338,0.00001842589,0.0000342798,0.00004585139,0.0002006914,0.00002303784,0.00002874514,0.00006087729,8.335477e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002059116,"about_ca_system_score_gemma":0.000008150753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003132109,"about_ca_topic_score_gemma":0.000001614222,"domain_scores_codex":[0.9997685,0.00004331064,0.00004079602,0.00006350248,0.00003681663,0.00004709739],"domain_scores_gemma":[0.9998156,0.00005504297,0.00001884543,0.00006995456,0.00002624753,0.00001428405],"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":[0.00006830783,0.0001505648,0.0210245,0.00009667833,0.0002500312,0.000005113266,0.06087146,0.00000162311,0.01416246,0.8688698,0.02812118,0.00637821],"study_design_scores_gemma":[0.01842062,0.0009702714,0.5116521,0.0002988905,0.0006140508,0.0001896854,0.1309308,0.0004872838,0.04547328,0.2233546,0.06651301,0.00109541],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7754514,0.006581166,0.07904267,0.008435834,0.0002859488,0.0005252741,0.00004927272,0.00006130652,0.1295671],"genre_scores_gemma":[0.9975921,0.0004599712,0.0005182735,0.0006976968,0.00001350244,0.000002526582,0.000002082625,0.000001782602,0.0007120728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6455153,"threshold_uncertainty_score":0.1329927,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412079378","doi":"10.1017/sas.2025.10016","title":"The Counting Machinery: Translation, Multiplication, and Liberal Politics of Homelessness in Paris","year":2025,"lang":"en","type":"article","venue":"Signs and Society","topic":"Foucault, Power, and Ethics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Multiplication (music); Politics; Translation (biology); Sociology; Political science; Arithmetic; Mathematics; Law; Combinatorics","authors":[{"name":"Alfonso Del Percio","is_ca":false},{"name":"Cécile B. Vigouroux","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01731741562823886,"gpt":0.3152041740604917,"spread":0.2978867584322529,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000767551,0.00004750109,0.00009204789,0.00001060714,0.0006907764,0.00005782407,0.00006570736,0.00009956447,0.000002069929],"category_scores_gemma":[0.00005793466,0.00003745776,0.00003300198,0.0001667327,0.0004390183,0.00006757215,0.00001443929,0.000123038,1.054518e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001710927,"about_ca_system_score_gemma":0.0001123766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002623099,"about_ca_topic_score_gemma":0.002899603,"domain_scores_codex":[0.9994349,0.00007044593,0.0001442628,0.00009638409,0.0001087221,0.0001452364],"domain_scores_gemma":[0.9994279,0.00036492,0.00004035671,0.00006390487,0.00007711286,0.0000258126],"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":[0.000005096927,0.0000479933,0.1717345,0.0001075451,0.00003551954,1.198969e-7,0.3802249,0.00001707144,0.0003077354,0.4337345,0.001670377,0.01211456],"study_design_scores_gemma":[0.001808349,0.00004518308,0.3344633,0.0001576484,0.00006863842,2.98635e-7,0.2979479,0.007622818,0.0001970835,0.1427363,0.2144928,0.0004596293],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646687,0.004254295,0.0009467271,0.01526319,0.0001768299,0.0002885812,0.0000162711,0.00003120953,0.01435421],"genre_scores_gemma":[0.9956783,0.003267448,0.0002251312,0.0001946479,0.00003767623,0.000005287137,0.00000225407,0.000002738148,0.0005865212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2909982,"threshold_uncertainty_score":0.5312964,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}