{"id":"W4392617579","doi":"10.48550/arxiv.2403.04679","title":"Canadian Physics Counts: An exploration of the diverse identities of physics students and professionals in Canada","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hospital for Sick Children; University of Toronto","keywords":"Mathematics education; Physics; Psychology","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.004109082,0.0005257173,0.0009110073,0.01086903,0.03704474,0.007759755,0.004020819,0.001308879,0.006926702],"category_scores_gemma":[0.009885687,0.0007390572,0.000616737,0.02136604,0.005704706,0.002583824,0.009610691,0.002174331,0.0005585949],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1459973,"about_ca_system_score_gemma":0.3032875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9981719,"about_ca_topic_score_gemma":0.9992341,"domain_scores_codex":[0.9925774,0.0006577522,0.0002190767,0.0005361021,0.003343815,0.002665907],"domain_scores_gemma":[0.9859783,0.001646968,0.001083372,0.0002603182,0.006740612,0.004290506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001164973,0.0001106984,0.3405636,0.0005189684,0.00004860265,0.001101377,0.5613649,0.0001740113,0.0007854581,0.01071258,0.0289718,0.05553158],"study_design_scores_gemma":[0.000007324638,0.00002937348,0.3021741,0.0003539641,0.00001980448,0.0001739965,0.6470951,0.0003445006,0.0001388436,0.0006354853,0.04895072,0.00007666875],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507137,0.002231681,0.0006978325,0.01032957,0.0001601673,0.000288948,0.004063653,0.00004275576,0.03147175],"genre_scores_gemma":[0.9874856,0.002328505,0.0007836376,0.001737439,0.00002389872,0.0001309971,0.001418897,0.00004610823,0.006045082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1459973,"threshold_uncertainty_score":0.9905221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2303007402996716,"score_gpt":0.3140676162080939,"score_spread":0.08376687590842236,"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."}}