{"id":"W4394831422","doi":"10.7202/1110119ar","title":"Introduction","year":2023,"lang":"fr","type":"article","venue":"Cahiers Société","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; University of Ottawa","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001652978,0.0006507251,0.000421759,0.001931468,0.002197033,0.005799658,0.001310982,0.002339801,0.2143028],"category_scores_gemma":[0.004764954,0.000259055,0.0004802242,0.001658701,0.00174623,0.003974519,0.002890118,0.002715158,0.09063671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002859883,"about_ca_system_score_gemma":0.002763599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007172025,"about_ca_topic_score_gemma":0.007537397,"domain_scores_codex":[0.9986002,0.0002528253,0.00006299028,0.0003969684,0.0005340512,0.0001530297],"domain_scores_gemma":[0.997974,0.0005326962,0.0001050221,0.0002378018,0.0008337719,0.0003167812],"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":[0.00007907167,0.00004336093,0.000938344,0.0003321871,0.00000684291,0.000128717,0.001989812,0.0001059345,0.0005788387,0.2488723,0.5866422,0.1602824],"study_design_scores_gemma":[0.000002327912,0.000006988863,0.0004892806,0.000144529,0.000001166291,0.00007028335,0.0002534073,0.00002521625,0.00008753756,0.005870983,0.9930438,0.000004468566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003698607,0.02090597,0.008735185,0.04716207,0.01388572,0.0001646442,0.003505741,0.0007722655,0.9011698],"genre_scores_gemma":[0.03109068,0.01488678,0.005862735,0.01210192,0.005732066,0.000287678,0.002793942,0.0005319019,0.9267123],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7856972,"threshold_uncertainty_score":0.7169142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1751812383985209,"score_gpt":0.3290266434640415,"score_spread":0.1538454050655206,"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."}}