{"id":"W2612197020","doi":"10.3917/es.038.0005","title":"Présentation du dossier","year":2017,"lang":"fr","type":"article","venue":"Education et sociétés","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Philosophy; Art","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":[],"category_scores_codex":[0.003217493,0.0001928316,0.000197521,0.00006336599,0.003359673,0.0004435173,0.0005363139,0.0003156837,0.006567971],"category_scores_gemma":[0.002779784,0.0002326433,0.0001470387,0.0001538647,0.002137461,0.001396492,0.00004320353,0.000311497,0.0005809313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003048412,"about_ca_system_score_gemma":0.00264678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001760675,"about_ca_topic_score_gemma":0.0001540632,"domain_scores_codex":[0.997565,0.0009805553,0.0003432704,0.0003822788,0.0003446056,0.0003843228],"domain_scores_gemma":[0.9974192,0.0008231365,0.0005931332,0.000477839,0.000488834,0.0001978283],"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":[0.000001728627,0.0004268983,0.01656883,0.00003168127,0.00004838512,1.644609e-7,0.09777465,0.000002736634,0.000007192722,0.6143377,0.1834125,0.08738744],"study_design_scores_gemma":[0.000211549,0.00001829904,0.133884,0.0000701956,0.00005512203,0.00000239238,0.1490294,0.00001432476,0.000009386569,0.04859778,0.6678764,0.0002311201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04469318,0.003025644,0.0002043132,0.4909654,0.1621531,0.0003288483,0.00001285279,0.00005402004,0.2985627],"genre_scores_gemma":[0.8163841,0.009501425,0.004164777,0.003527063,0.05358262,0.0001656714,0.000144558,0.00003505873,0.1124947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.771691,"threshold_uncertainty_score":0.9979378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4481872232090433,"score_gpt":0.6310557272770416,"score_spread":0.1828685040679984,"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."}}