{"id":"W7128530644","doi":"10.3917/es.032.0173b","title":"Pascal Guibert &amp;amp; Vincent Troger , 2012 , Peut-on encore former les enseignants ? , Paris, Armand Colin, 160 pages","year":2014,"lang":"fr","type":"article","venue":"Education et sociétés","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université de Nantes; Université de Genève","keywords":"Pascal (unit); Context (archaeology); Portrait","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003542705,0.0004654839,0.000522509,0.0001385155,0.001059071,0.000232634,0.000512435,0.0006085783,0.02604677],"category_scores_gemma":[0.001803089,0.0004649613,0.0003073411,0.0004816519,0.0007458163,0.0005793168,0.0000853118,0.0009193485,0.002337813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007184109,"about_ca_system_score_gemma":0.001051097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002433542,"about_ca_topic_score_gemma":0.002209136,"domain_scores_codex":[0.9933586,0.003455039,0.0006308029,0.0007151654,0.0008888585,0.0009515391],"domain_scores_gemma":[0.9964212,0.001593973,0.0005255012,0.0006530957,0.0003422665,0.0004640141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001836378,0.0007520447,0.002743526,0.00007180507,0.00007822771,7.029148e-7,0.04844346,0.00004061397,0.0001676682,0.0145311,0.4626873,0.4704652],"study_design_scores_gemma":[0.000374566,0.00008258925,0.008792956,0.0002021025,0.0001361138,0.000005060886,0.008684386,0.00003093166,0.000200022,0.005210912,0.975748,0.0005323734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.38489,0.1083287,0.01204761,0.1778307,0.05042124,0.001962313,0.00006304774,0.0004583171,0.2639981],"genre_scores_gemma":[0.4899615,0.01310418,0.02804196,0.007928559,0.007411366,0.0003309572,0.0003357576,0.0001637792,0.4527219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5130607,"threshold_uncertainty_score":0.9997802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1620831293063988,"score_gpt":0.4697057556596578,"score_spread":0.307622626353259,"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."}}