{"id":"W4242432750","doi":"10.3917/vsoc.181.0007","title":"Introduction","year":2018,"lang":"fr","type":"article","venue":"Vie sociale","topic":"Multiculturalism, Politics, Migration, Gender","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de l’Emploi et de la Solidarité Sociale (Québec)","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004733065,0.0001587151,0.0001784097,0.00003944796,0.000992654,0.0001172174,0.0001880765,0.0002760024,0.00753985],"category_scores_gemma":[0.0004340989,0.0001713149,0.0001216196,0.0003470136,0.003249693,0.0004510888,0.00004003234,0.0001530821,0.004877788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001568391,"about_ca_system_score_gemma":0.0008984606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007057086,"about_ca_topic_score_gemma":0.0128629,"domain_scores_codex":[0.9981165,0.0003374137,0.0002747371,0.0003307995,0.0003793194,0.0005612237],"domain_scores_gemma":[0.9989451,0.00005666627,0.0001459652,0.000197672,0.0004978392,0.0001567919],"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":[0.000003642981,0.0000917077,0.0006117794,0.0000185009,0.0000460092,7.222314e-7,0.08591904,0.00000113284,0.0003536428,0.2001443,0.6878122,0.02499734],"study_design_scores_gemma":[0.0001515829,0.00003982214,0.003417412,0.000009945837,0.00004739997,0.000001362021,0.01386306,0.00002780667,0.0006647273,0.002195895,0.9793716,0.0002093552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3643923,0.002600358,0.0002261305,0.4079468,0.03741416,0.0006160159,0.00007576477,0.0002413753,0.1864871],"genre_scores_gemma":[0.250982,0.0004972121,0.0008490539,0.00689493,0.08900718,0.00001141813,0.00002420876,0.00003111195,0.6517029],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4652158,"threshold_uncertainty_score":0.999555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195698296097017,"score_gpt":0.407459899431875,"score_spread":0.2878900698221733,"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."}}