{"id":"W2406061318","doi":"10.7202/1096945ar","title":"Des classes sociales aux classes cognitives","year":2023,"lang":"fr","type":"article","venue":"Revue de psychoéducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Sociology; Philosophy; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.003074943,0.0002148036,0.0002395761,0.0002003194,0.001408726,0.0001309685,0.0002882136,0.0003682526,0.000411969],"category_scores_gemma":[0.002892077,0.0002760509,0.0001582008,0.001581873,0.002944671,0.0005183123,0.00001979267,0.000276425,0.001085224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004956331,"about_ca_system_score_gemma":0.001870771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006123135,"about_ca_topic_score_gemma":0.0008068669,"domain_scores_codex":[0.9969161,0.001337738,0.0003934161,0.0004496441,0.000232646,0.0006704289],"domain_scores_gemma":[0.9957976,0.003033113,0.0002564712,0.000194192,0.0005269131,0.0001917352],"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":[0.000005351548,0.0003455133,0.04568868,0.0002943044,0.0001093496,0.000001056155,0.1543335,0.00001391992,0.000152125,0.6792597,0.05516501,0.06463154],"study_design_scores_gemma":[0.0001804171,0.00004745748,0.2555366,0.0003646494,0.00009179758,0.000006834234,0.2566327,0.0000633037,0.00002112592,0.164804,0.3219278,0.0003232525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5936869,0.008056042,0.0007934154,0.2620585,0.01521785,0.000509737,0.00006999559,0.0003905294,0.119217],"genre_scores_gemma":[0.918258,0.02309058,0.002501625,0.0006859296,0.01408459,0.0001773932,0.0002688666,0.00004585383,0.04088713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5144557,"threshold_uncertainty_score":0.9999692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5840715997942528,"score_gpt":0.5579689025906974,"score_spread":0.0261026972035554,"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."}}