{"id":"W2313221164","doi":"10.1097/brs.0000000000001385","title":"Spine Surgeon Selection Criteria: Factors Influencing Patient Choice","year":2015,"lang":"en","type":"article","venue":"Spine","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Bank of Canada","funders":"","keywords":"Medicine; Orthopedic surgery; Certification; Neurosurgery; Preference; Family medicine; Board certification; Physical therapy; Surgery; Medical education; Residency training","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005784139,0.0002201657,0.000317297,0.0006933817,0.0006617041,0.0009311629,0.000291978,0.0005878547,0.00498117],"category_scores_gemma":[0.01672851,0.0002339948,0.0005112219,0.0008620786,0.0005413889,0.0007640018,0.000580731,0.0008228783,0.0005581351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004829211,"about_ca_system_score_gemma":0.001092576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007282253,"about_ca_topic_score_gemma":0.00118225,"domain_scores_codex":[0.9952743,0.002366578,0.0006489154,0.0003188226,0.001029374,0.0003619718],"domain_scores_gemma":[0.9789891,0.01146483,0.00665669,0.000395498,0.001017209,0.001476649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000215484,0.0003887141,0.9934853,0.00005400882,0.00003423881,0.00007613363,0.0007303102,0.00005514552,0.0001320658,0.00004080826,0.0003715437,0.004416283],"study_design_scores_gemma":[0.0001213237,0.001953775,0.9899165,0.00008061074,0.0000548136,0.0006983601,0.003803592,0.000826348,0.00028296,0.0001269161,0.002097972,0.00003685125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980914,0.0001375184,0.000338122,0.0002160358,0.00001381802,0.0002168685,0.0002101717,0.000004780427,0.0007713842],"genre_scores_gemma":[0.9986179,0.0000685213,0.0006581412,0.0001616275,0.00001156501,0.0002012218,0.0001257429,0.000002024909,0.0001531854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005784139,"threshold_uncertainty_score":0.03058982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04470398115447221,"score_gpt":0.324212414414129,"score_spread":0.2795084332596568,"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."}}