{"id":"W4318965576","doi":"10.5435/jaaosglobal-d-22-00207","title":"Surgeon Learning Curve and Clinical Outcomes of Minimally Invasive Anterior Lumbar Interbody Fusion With Posterior Percutaneous Instrumentation","year":2022,"lang":"en","type":"article","venue":"JAAOS Global Research and Reviews","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Medicine; Surgery; Confidence interval; Body mass index; Lumbar; Percutaneous; Odds ratio; Complication; Blood loss; Internal medicine","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":[0.0007082175,0.0001809515,0.0001888003,0.000776081,0.0003060399,0.0006698316,0.000339149,0.0003294164,0.002137914],"category_scores_gemma":[0.01017192,0.0001317018,0.0002793393,0.0005154061,0.0002905323,0.0008276106,0.0008542341,0.0004575834,0.0003860978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004344665,"about_ca_system_score_gemma":0.0006032317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007197902,"about_ca_topic_score_gemma":0.0009209338,"domain_scores_codex":[0.9992018,0.0001027729,0.0001241648,0.0001095357,0.0003088357,0.0001528855],"domain_scores_gemma":[0.991075,0.001353904,0.004827336,0.0001725673,0.0007298001,0.001841323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001420607,0.000130613,0.993159,0.00001238252,0.00001899563,0.0001363093,0.00009989523,0.000105123,0.0001199467,0.00001353274,0.00008776975,0.005974411],"study_design_scores_gemma":[0.00001049413,0.0005438193,0.9969019,0.00001287478,0.00001149929,0.001318167,0.0003685918,0.0004674586,0.0001096043,0.00003799027,0.0002091726,0.00000845663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992531,0.0001189099,0.00008662472,0.00004065839,0.000006060807,0.000008273892,0.00004946698,0.000003609639,0.0004333988],"genre_scores_gemma":[0.9996302,0.00006274536,0.00005889999,0.00001335847,0.00001052227,0.00000571142,0.0001149509,0.000001842361,0.0001017673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002137914,"threshold_uncertainty_score":0.007152081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07956355315117297,"score_gpt":0.4296152446146995,"score_spread":0.3500516914635265,"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."}}