{"id":"W2064459144","doi":"10.1016/j.esas.2010.03.004","title":"Value and cost in less invasive spinal fusion surgery: lessons from a community hospital","year":2010,"lang":"en","type":"article","venue":"SAS Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Medicine; Spinal surgery; Value (mathematics); Spinal fusion; Surgery; General surgery; 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":[0.008535755,0.0005530461,0.0006839946,0.001636266,0.003709111,0.00905942,0.002106821,0.008282354,0.01276813],"category_scores_gemma":[0.03005978,0.0003140958,0.0009854602,0.002137654,0.01038219,0.007710992,0.005128376,0.01062142,0.0006193311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01292281,"about_ca_system_score_gemma":0.01552609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05010718,"about_ca_topic_score_gemma":0.1094871,"domain_scores_codex":[0.9954969,0.00238262,0.000149739,0.0002298638,0.0008586511,0.0008823225],"domain_scores_gemma":[0.9709485,0.01541664,0.001267829,0.0007193815,0.003957896,0.007689592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001151244,0.001348777,0.02582746,0.0008095967,0.0003249007,0.002227406,0.004969309,0.00465767,0.0004739078,0.4479858,0.2669149,0.243309],"study_design_scores_gemma":[0.0009079453,0.001166857,0.04582943,0.004609975,0.0002929078,0.001360211,0.03066644,0.005097437,0.0004825256,0.694895,0.2142695,0.0004217789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03273408,0.0207834,0.0009151478,0.9180164,0.001225545,0.0000227022,0.0001048611,0.00001383343,0.02618402],"genre_scores_gemma":[0.8138226,0.03503244,0.001605227,0.1386514,0.006233082,0.00007844208,0.0001053739,0.00005294311,0.004418507],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05010718,"threshold_uncertainty_score":0.09963107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05479774322740753,"score_gpt":0.3367390487017943,"score_spread":0.2819413054743867,"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."}}