{"id":"W2208077141","doi":"10.4000/transposition.1153","title":"« Au chef, il faut des hommes et aux hommes, un chef »","year":2015,"lang":"fr","type":"article","venue":"Transposition","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Musée de la Civilisation","funders":"","keywords":"Humanities; 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":[],"consensus_categories":[],"category_scores_codex":[0.002598799,0.0002154629,0.0002287687,0.00006892303,0.0007702154,0.00006224853,0.0002362596,0.0003493454,0.0003527223],"category_scores_gemma":[0.00016888,0.0002444233,0.0001382219,0.0004091912,0.001797792,0.0006588811,0.000007168429,0.0002979233,0.0002027876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003932429,"about_ca_system_score_gemma":0.001105518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004885667,"about_ca_topic_score_gemma":0.001550585,"domain_scores_codex":[0.9974492,0.001059795,0.0003123589,0.000325886,0.0003475327,0.0005052829],"domain_scores_gemma":[0.9986598,0.0004825411,0.0001172006,0.0001529312,0.0002956878,0.0002918484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002598279,0.0005095484,0.01499768,0.000103704,0.000111713,0.000002909067,0.5414632,0.0001058902,0.0002130502,0.4072478,0.002800975,0.03241754],"study_design_scores_gemma":[0.002342713,0.0005599998,0.242916,0.0005312911,0.0004885587,0.00002357237,0.4091336,0.0001457256,0.0008554924,0.1495904,0.1923002,0.001112502],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8419622,0.01002638,0.003535823,0.1047945,0.003751424,0.0003003687,0.0001342561,0.0001514956,0.03534359],"genre_scores_gemma":[0.9844863,0.001890718,0.003395355,0.001433125,0.002863388,0.00004760404,0.0003649044,0.00002639446,0.005492155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2576573,"threshold_uncertainty_score":0.9967291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3128675813567872,"score_gpt":0.4543660439573587,"score_spread":0.1414984626005715,"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."}}