{"id":"W4387333237","doi":"10.18162/fp.2023.a295","title":"Du travail et des savoirs enseignants","year":2023,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006670367,0.000144751,0.0001506692,0.0001332759,0.001358317,0.00005886763,0.0001784754,0.0002763673,0.0003558554],"category_scores_gemma":[0.0009847694,0.0001406034,0.00007577346,0.0007563253,0.000825829,0.001658353,0.00004343704,0.0002899431,0.001332199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534355,"about_ca_system_score_gemma":0.0003879028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001420125,"about_ca_topic_score_gemma":0.0001829752,"domain_scores_codex":[0.9963608,0.002298283,0.0003875391,0.0001890662,0.0003572886,0.0004070556],"domain_scores_gemma":[0.9983354,0.0009271517,0.0002442079,0.0001196288,0.0002617697,0.0001118804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004549398,0.0000863887,0.002268165,0.0001392195,0.00001191159,5.579083e-7,0.8313865,0.0000522696,0.00008383032,0.104699,0.03255495,0.02871264],"study_design_scores_gemma":[0.0003330398,0.0000546004,0.05080072,0.0005353291,0.00001828697,0.000003428981,0.8282629,0.0009602965,0.00005760199,0.01929671,0.09946229,0.0002147645],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065375,0.0006666335,0.00114216,0.05942217,0.00650641,0.0003542557,0.00002732304,0.0002312265,0.02511235],"genre_scores_gemma":[0.9649583,0.006951147,0.0008685529,0.001281113,0.001058194,0.00007240709,0.0003433611,0.00001847865,0.0244485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08540232,"threshold_uncertainty_score":0.9999418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2757545106601288,"score_gpt":0.4664925775575188,"score_spread":0.19073806689739,"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."}}