{"id":"W4319159041","doi":"10.4000/reperes.5372","title":"Commentaire, commentaires","year":2022,"lang":"fr","type":"article","venue":"Repères","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002398154,0.0001144495,0.0001489923,0.00005135885,0.002630421,0.00003713237,0.0003414018,0.00005949048,0.005130717],"category_scores_gemma":[0.000189158,0.0001432195,0.0001005786,0.0003400181,0.001204533,0.0001546875,0.0001423232,0.0003020707,0.00008038265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003759174,"about_ca_system_score_gemma":0.0002596031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004245451,"about_ca_topic_score_gemma":0.0001314859,"domain_scores_codex":[0.9970427,0.001734742,0.0002421919,0.0002427576,0.0003761326,0.0003614921],"domain_scores_gemma":[0.9982584,0.001270439,0.0001395226,0.0001833419,0.00004749715,0.0001007675],"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":[0.000003220641,0.0003153319,0.03270677,0.0000156567,0.00005904635,0.00000217503,0.05198254,0.0000439816,0.00000609384,0.5864012,0.3131077,0.01535625],"study_design_scores_gemma":[0.00013911,0.00005780577,0.005310063,0.00001047648,0.00002147571,0.000004983874,0.2327882,0.00002158467,0.000006147298,0.009137551,0.7523786,0.0001239343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2189246,0.01539854,0.00003485029,0.611711,0.01802882,0.0003586756,0.000123222,0.0001201078,0.1353001],"genre_scores_gemma":[0.9571804,0.0009874365,0.0005161897,0.008140311,0.002900593,0.0001223451,0.00008850156,0.00001652857,0.03004768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7382558,"threshold_uncertainty_score":0.998668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3112379099352106,"score_gpt":0.5032415144604072,"score_spread":0.1920036045251967,"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."}}