{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00470978,0.0007851876,0.0004949725,0.001146361,0.01328584,0.01135991,0.00109942,0.006686416,0.01535452],"category_scores_gemma":[0.01737934,0.0005777882,0.0005462971,0.001211885,0.00740693,0.005653214,0.003478758,0.00727996,0.004010571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00461618,"about_ca_system_score_gemma":0.01033088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08326072,"about_ca_topic_score_gemma":0.0789167,"domain_scores_codex":[0.9921241,0.004357059,0.0001615862,0.0007171784,0.001564272,0.001075772],"domain_scores_gemma":[0.9876936,0.004574913,0.001067745,0.0004616875,0.002192664,0.004009391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004580445,0.0005288537,0.04559799,0.0002378253,0.00005585187,0.007542999,0.6570544,0.0003177242,0.005372844,0.182981,0.03124923,0.06860326],"study_design_scores_gemma":[0.00002785752,0.000167338,0.0172882,0.0002493823,0.00001133504,0.001865398,0.326492,0.0002107473,0.0007912424,0.005345172,0.6474895,0.00006170649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6752719,0.01142679,0.005412999,0.0848197,0.002593719,0.0001427865,0.0002276421,0.0001607823,0.2199436],"genre_scores_gemma":[0.643579,0.005810188,0.002373819,0.003711636,0.0006614674,0.0001321975,0.0001649179,0.000137562,0.3434291],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08326072,"threshold_uncertainty_score":0.1655521,"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."}}