{"id":"W2485828016","doi":"","title":"PATIENT PREFERENCES, REFERRAL PRACTICES, AND SURGEON ENTHUSIASM FOR DEGENERATIVE LUMBAR SPINAL SURGERY","year":2010,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Connaught Fund; Ontario Ministry of Health and Long-Term Care; York University; Ontario Neurotrauma Foundation; Institute for Clinical Evaluative Sciences; Canadian Spine Society","keywords":"Referral; Medicine; Guideline; Lumbar; Physical therapy; Enthusiasm; Family medicine; General surgery; Surgery; 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":[0.00602343,0.00013321,0.0002037131,0.0006525322,0.0005450057,0.0009812565,0.0002640769,0.0004290362,0.001667016],"category_scores_gemma":[0.02783534,0.0001582952,0.0003726814,0.0006917241,0.0006662894,0.0004078138,0.0005243969,0.0004517341,0.000135515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001682484,"about_ca_system_score_gemma":0.001448659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02289787,"about_ca_topic_score_gemma":0.03471477,"domain_scores_codex":[0.9949625,0.002902341,0.0004118973,0.0002274676,0.001061521,0.0004343065],"domain_scores_gemma":[0.9807265,0.01170578,0.004413235,0.0003591361,0.0016724,0.001122965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001561061,0.00007329362,0.9869436,0.00003580576,0.00004507856,0.0001282349,0.006176455,0.000165546,0.0002891243,0.0000464595,0.0002103416,0.005730061],"study_design_scores_gemma":[0.00001127169,0.0002368913,0.9872746,0.00002791207,0.00001635211,0.000220887,0.01089001,0.0008103038,0.0001050856,0.00007544493,0.0003100377,0.00002104699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993746,0.00003036095,0.00006569501,0.0001066913,0.00000119541,0.000010563,0.0000281929,9.350448e-7,0.0003818579],"genre_scores_gemma":[0.9997656,0.00002479076,0.00009159902,0.00003709302,0.000001816077,0.000007831649,0.00001844355,3.789961e-7,0.00005253141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02289787,"threshold_uncertainty_score":0.04552919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1896501426156492,"score_gpt":0.504285533227159,"score_spread":0.3146353906115098,"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."}}