{"id":"W4416790929","doi":"10.48550/arxiv.2511.21525","title":"Striving for Equity in Canadian Physics","year":2025,"lang":"","type":"preprint","venue":"ArXiv.org","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Equity (law); Gender equity; Work (physics); Research council; Data collection; Inclusion (mineral)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01084783,0.0003963155,0.0006249439,0.003980007,0.04463052,0.01150299,0.002565386,0.002344828,0.01069222],"category_scores_gemma":[0.01678749,0.0004126594,0.0006767294,0.007615197,0.007931895,0.003526681,0.01211282,0.005042399,0.0005880469],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1375569,"about_ca_system_score_gemma":0.3848188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900362,"about_ca_topic_score_gemma":0.9952756,"domain_scores_codex":[0.9846539,0.001511884,0.000243346,0.0008610564,0.005956738,0.006773098],"domain_scores_gemma":[0.973472,0.001698763,0.0007503917,0.0006220379,0.008022745,0.01543404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009306579,0.0002091853,0.1088011,0.0004659996,0.00009851103,0.0005821929,0.06534673,0.0007122284,0.001069355,0.3493325,0.1933528,0.2799365],"study_design_scores_gemma":[0.00004132438,0.00008125154,0.1810775,0.0005664166,0.0000508818,0.0002423445,0.06605235,0.0008361958,0.0006879277,0.04328213,0.7068837,0.0001980856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2253421,0.01063728,0.004442251,0.5013083,0.002771255,0.0003037371,0.00152282,0.0001679458,0.2535043],"genre_scores_gemma":[0.8972373,0.006768801,0.005719426,0.03977382,0.0004176181,0.0001390937,0.0006406712,0.0001203471,0.04918299],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9974346,"threshold_uncertainty_score":0.9980497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1937960260819286,"score_gpt":0.3848083588007995,"score_spread":0.1910123327188709,"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."}}