{"id":"W4319158443","doi":"10.21153/psj2022vol8no2art1643","title":"Pater for Millions","year":2023,"lang":"en","type":"article","venue":"Persona Studies","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Persona; Connection (principal bundle); Sociology; Everyday life; Advertising; Gender studies; Art; Law; Political science; Business; Humanities; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003200937,0.00005393666,0.0001015821,0.00004086268,0.0006399396,0.00001225551,0.00007211981,0.00002948015,0.00003950354],"category_scores_gemma":[0.0003802111,0.00004454225,0.00006261374,0.0001677179,0.0001635043,0.00003302843,0.00002761272,0.00002753203,0.0001657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002539956,"about_ca_system_score_gemma":0.00003963201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000894986,"about_ca_topic_score_gemma":0.0005909446,"domain_scores_codex":[0.999364,0.00002365543,0.00006110789,0.0001233119,0.0001466039,0.000281284],"domain_scores_gemma":[0.9995739,0.0002355781,0.00001568357,0.00005193301,0.00007183549,0.00005101396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003779163,0.00001125658,0.002819059,0.00002559717,0.00007050559,0.00000267362,0.7115003,3.546631e-7,0.00006832328,0.004045732,0.2759593,0.005493165],"study_design_scores_gemma":[0.0001299065,0.00001838127,0.002941799,0.000006817853,0.00001762821,6.086781e-8,0.5760545,0.000003102625,0.00003687523,0.002912557,0.4178057,0.00007259801],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8741228,0.006772302,0.00003817027,0.04223529,0.005488071,0.0009560641,0.00009839454,0.0006921513,0.06959677],"genre_scores_gemma":[0.969124,0.003673586,0.0001295254,0.0003472327,0.0005807334,0.0001538348,0.000005078069,0.000007427975,0.02597862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1418465,"threshold_uncertainty_score":0.4921963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3191165000310367,"score_gpt":0.475987775492155,"score_spread":0.1568712754611183,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}