{"id":"W4312400930","doi":"10.18162/fp.2022.a273","title":"Allaire, S. et Deschenaux, F. (dir). (2022). Récits de professeurs d’université à mi-carrière. Si c’était à refaire… Presses de l’Université du Québec","year":2022,"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 du Québec à Trois-Rivières","funders":"","keywords":"Art; Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005276774,0.0002710593,0.0002603047,0.0002068,0.003550147,0.00006543371,0.0006492714,0.0003171352,0.003877575],"category_scores_gemma":[0.0005367657,0.0003191511,0.0001524647,0.0007004947,0.0004633023,0.001946724,0.0003464242,0.0009175949,0.00008318526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001555714,"about_ca_system_score_gemma":0.003765543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009643296,"about_ca_topic_score_gemma":0.005625237,"domain_scores_codex":[0.9932974,0.004550233,0.0004425395,0.0003729791,0.0006539705,0.0006829066],"domain_scores_gemma":[0.997596,0.0009772545,0.0005809345,0.0002575574,0.0003410408,0.0002471696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000972441,0.0005554341,0.02816216,0.0003350094,0.0001015793,0.00001005894,0.7016189,0.0008435918,0.0006067425,0.07838581,0.1805266,0.008756842],"study_design_scores_gemma":[0.0007563794,0.0001506728,0.03666732,0.0002452679,0.0001025701,0.00002517309,0.5545931,0.0009542378,0.0001835452,0.002294398,0.4036231,0.0004042466],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7806838,0.005873418,0.001688571,0.1818135,0.004106599,0.0008479292,0.00009559483,0.0002659382,0.02462464],"genre_scores_gemma":[0.9665736,0.004325369,0.001050511,0.002564383,0.0006383655,0.0001215421,0.0005075999,0.0000394722,0.02417916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2230965,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0648100617095187,"score_gpt":0.3565362945457057,"score_spread":0.291726232836187,"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."}}