{"id":"W2010019240","doi":"10.2106/jbjs.f.00720","title":"Are Surgeonsʼ Preferences for Instrumentation Related to Patient Outcomes?","year":2007,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Stollery Children's Hospital; Hospital for Sick Children","funders":"Canadian Institutes of Health Research","keywords":"Instrumentation (computer programming); Medical physics; Psychology; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005692048,0.0001515139,0.0004322937,0.0003769186,0.000250957,0.0008611042,0.000250632,0.0005707619,0.004002808],"category_scores_gemma":[0.02393963,0.0001314102,0.0006141774,0.0006264637,0.0006735413,0.0004642825,0.0003039979,0.0006883082,0.0003839749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002871028,"about_ca_system_score_gemma":0.0004892199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003366719,"about_ca_topic_score_gemma":0.000746434,"domain_scores_codex":[0.9968578,0.001520423,0.0005102165,0.0002327982,0.0006316784,0.0002470962],"domain_scores_gemma":[0.963343,0.01894736,0.01445754,0.0005761384,0.001053759,0.001622137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001338571,0.0001375161,0.9768197,0.0001309091,0.0002842895,0.00006634538,0.0003173787,0.000192923,0.0001971775,0.00009051264,0.0003980127,0.02002658],"study_design_scores_gemma":[0.0002518247,0.001562698,0.9943298,0.00009629995,0.0001875199,0.0006608353,0.0009413208,0.0004729624,0.0002094313,0.0005064573,0.0007514995,0.00002942419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958683,0.001460192,0.000298015,0.0008399253,0.00002579633,0.00001897554,0.0001830203,0.000003216919,0.001302578],"genre_scores_gemma":[0.9991487,0.0002772794,0.0001686907,0.0001909322,0.00002823608,0.00001973803,0.0001068325,0.000001722774,0.00005793646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005692048,"threshold_uncertainty_score":0.03010279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05712712717813959,"score_gpt":0.3117890057862819,"score_spread":0.2546618786081424,"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."}}