{"id":"W4415258757","doi":"10.17118/11143/23399","title":"Être prof au collégial, c'est… : récit en 8 temps","year":2023,"lang":"fr","type":"article","venue":"Performa","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collation; Scholarship; Quarter (Canadian coin); Period (music)","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003703936,0.0001620976,0.0001941048,0.0001002904,0.001312415,0.00005490455,0.0003230437,0.0002934276,0.0009705995],"category_scores_gemma":[0.0008592002,0.0001730916,0.00009973699,0.0009459576,0.001102837,0.0004148204,0.00005387787,0.0003006797,0.002858848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000415279,"about_ca_system_score_gemma":0.001471769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002358136,"about_ca_topic_score_gemma":0.000796032,"domain_scores_codex":[0.9978987,0.00052107,0.0003032339,0.0002731642,0.0003452472,0.0006585683],"domain_scores_gemma":[0.9981337,0.001248517,0.0001156244,0.0001698135,0.0001573476,0.0001750262],"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":[0.000004980086,0.0001670663,0.1345442,0.0002005463,0.0000944904,0.000002671553,0.5976368,0.00009223398,0.00003835376,0.1746325,0.06746823,0.02511784],"study_design_scores_gemma":[0.0002253954,0.00007917559,0.09497497,0.00008072641,0.0000382621,0.000004088502,0.2662614,0.0004558962,0.00001915392,0.002864123,0.6347415,0.000255314],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8276287,0.0004591937,0.000007603333,0.06551427,0.008537781,0.0002948974,0.00002624526,0.0001446141,0.09738675],"genre_scores_gemma":[0.8704823,0.001989031,0.0002384763,0.0003809645,0.009968298,0.00009393027,0.00007930105,0.00002050199,0.1167472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5672733,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.181840802711393,"score_gpt":0.4480828628355205,"score_spread":0.2662420601241275,"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."}}