{"id":"W7155486857","doi":"10.5281/zenodo.19735818","title":"Les étudiantes en génie au Québec : état de la situation","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Francophone University Association","funders":"","keywords":"Context (archaeology); Work (physics); Point (geometry); Order (exchange)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003399832,0.0003847595,0.0004725636,0.001639465,0.0377386,0.006094234,0.001850722,0.003207925,0.01534809],"category_scores_gemma":[0.004153201,0.0004075154,0.0003300548,0.00392908,0.00912472,0.002393436,0.005144892,0.005424404,0.0007073423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09896431,"about_ca_system_score_gemma":0.1086146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990875,"about_ca_topic_score_gemma":0.9960775,"domain_scores_codex":[0.9947971,0.0013497,0.000102661,0.0004107639,0.0008005956,0.00253927],"domain_scores_gemma":[0.9904736,0.0008870663,0.0005815121,0.0001960064,0.003249899,0.004612002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003019024,0.0001980874,0.1111604,0.0006486739,0.00007035039,0.005138872,0.620929,0.0006587888,0.003239334,0.08410677,0.07895686,0.09459092],"study_design_scores_gemma":[0.00001644454,0.00006782599,0.1205634,0.0006062764,0.00002172124,0.0004373526,0.5942035,0.0002426528,0.0003626673,0.001857613,0.2815216,0.00009887794],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7254815,0.008874842,0.001528565,0.1527801,0.0006149859,0.0002523373,0.00128112,0.00004716329,0.1091394],"genre_scores_gemma":[0.9318839,0.003831419,0.0006652169,0.00964048,0.00007310157,0.00009425025,0.0002823416,0.00002882538,0.05350049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09896431,"threshold_uncertainty_score":0.7180397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03200084242150309,"score_gpt":0.2808040814063933,"score_spread":0.2488032389848903,"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."}}