{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001107137,0.0001751256,0.0003153647,0.0001491764,0.00003914252,0.00001442743,0.00005457421,0.0001092624,0.000403892],"category_scores_gemma":[0.0004576508,0.0001388574,0.00009556056,0.0002645745,0.00003583878,0.000160637,0.00005017593,0.0001833196,0.0001070124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001319087,"about_ca_system_score_gemma":0.00008392412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004823592,"about_ca_topic_score_gemma":0.00007437399,"domain_scores_codex":[0.9988891,0.00003544322,0.0003135407,0.0002629427,0.0002085402,0.0002904528],"domain_scores_gemma":[0.9992665,0.000002121989,0.00008218742,0.0001973489,0.0002232385,0.000228599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008591984,0.0006836237,0.411501,0.0002165903,0.0001714465,0.0001572359,0.002139261,0.00002466343,0.5131085,0.000390657,0.05563146,0.01588967],"study_design_scores_gemma":[0.001447516,0.002901733,0.9311325,0.0001157939,0.00006705944,0.000118528,0.0003420439,0.0003339302,0.04753068,0.00005185657,0.01574654,0.0002118059],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993699,0.0002329005,0.0002357162,0.0005477628,0.0006326077,0.0002088505,0.000003310617,0.0001355131,0.00430439],"genre_scores_gemma":[0.9967239,0.000008251571,0.0007879399,0.001084927,0.0002321058,0.00001301505,0.00007262448,0.00002483428,0.001052329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5196315,"threshold_uncertainty_score":0.5662441,"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."}}