{"id":"W4285493644","doi":"10.21203/rs.3.rs-1812866/v1","title":"Diversity of the chiropractic profession in Canada: A cross-sectional survey of Canadian Chiropractic Association Members","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Ontario Institute of Technology; Université Laval","keywords":"Chiropractic; Diversity (politics); Cross-sectional study; Association (psychology); Medicine; Political science; Alternative medicine; Psychology; Law; Pathology","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":[0.001379792,0.0004039682,0.0005331531,0.003378754,0.004831492,0.002110325,0.002289267,0.001179369,0.004478207],"category_scores_gemma":[0.004896202,0.0008124127,0.0008420332,0.009985281,0.001029141,0.001017995,0.001766189,0.001325079,0.0007364584],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03628445,"about_ca_system_score_gemma":0.05959468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9974031,"about_ca_topic_score_gemma":0.9983332,"domain_scores_codex":[0.99754,0.0001610251,0.0001678783,0.0002392599,0.001190717,0.0007010979],"domain_scores_gemma":[0.9937012,0.0003025415,0.0009226092,0.00008995681,0.002953129,0.002030618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003992373,0.00007075035,0.9882616,0.00007182483,0.00006239905,0.00004866191,0.003303114,0.00007664812,0.0001507077,0.0001514881,0.003734203,0.004028551],"study_design_scores_gemma":[0.000004201399,0.00001371399,0.9945689,0.00005322974,0.00001076304,0.0000204968,0.003789371,0.0001081885,0.00002445813,0.00001574234,0.001378504,0.0000123199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771979,0.001299251,0.0001587498,0.001938388,0.00004324544,0.0001355545,0.01407249,0.00002330088,0.00513108],"genre_scores_gemma":[0.9906144,0.001548717,0.0003550386,0.0006459499,0.00001929946,0.00007568333,0.003545699,0.00001515062,0.003180062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9637156,"threshold_uncertainty_score":0.2632633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2302433531355581,"score_gpt":0.5135804516478171,"score_spread":0.283337098512259,"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."}}