{"id":"W4239861007","doi":"10.4000/formationemploi.2872","title":"Lectures","year":2010,"lang":"fr","type":"article","venue":"Formation emploi","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Espace pour la vie","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001054677,0.001048104,0.0006586453,0.001351702,0.002001368,0.003869577,0.001336069,0.002019036,0.7367097],"category_scores_gemma":[0.00385484,0.0003569548,0.0007778358,0.0007496972,0.0007108184,0.00258825,0.003108562,0.002445778,0.4940269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001588442,"about_ca_system_score_gemma":0.002468516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611698,"about_ca_topic_score_gemma":0.005316301,"domain_scores_codex":[0.9991078,0.0001353676,0.00005005469,0.000172035,0.0003977799,0.0001369155],"domain_scores_gemma":[0.9984023,0.000177691,0.00007143564,0.0001793374,0.0005560987,0.0006132225],"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":[0.00007877844,0.00007727882,0.00025149,0.0002395753,0.000005897057,0.0001969368,0.0002295623,0.00009308492,0.001070054,0.02060159,0.841092,0.1360637],"study_design_scores_gemma":[0.000005392626,0.00001890261,0.000255601,0.00007344859,0.000001628428,0.000155841,0.00009252666,0.00003310309,0.0001227302,0.002120934,0.9971163,0.000003603579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002048382,0.00868621,0.006275798,0.01543847,0.03550994,0.0002733242,0.00261609,0.001598077,0.9275538],"genre_scores_gemma":[0.00541667,0.002564015,0.001563689,0.002454145,0.002823648,0.00007603929,0.0008108537,0.000270111,0.9840208],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7367097,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.200631452138482,"score_gpt":0.4680458928520889,"score_spread":0.2674144407136069,"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."}}