{"id":"W2999359313","doi":"10.1177/2192568219839699","title":"Quality and Safety Improvement in Spine Surgery","year":2020,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; St. Michael's Hospital; Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Quality management; Patient safety; Quality (philosophy); MEDLINE; Health care; Narrative review; Adverse effect; Intensive care medicine; Operations management","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":[0.01662269,0.001192725,0.003065564,0.006567795,0.000605378,0.004545436,0.001553538,0.002810398,0.00589548],"category_scores_gemma":[0.05908171,0.000572632,0.002581951,0.008049288,0.001230324,0.003735443,0.001586475,0.001445819,0.0005751821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005310059,"about_ca_system_score_gemma":0.01529456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002340847,"about_ca_topic_score_gemma":0.004829403,"domain_scores_codex":[0.9853833,0.006697068,0.003739547,0.0007859899,0.003023492,0.0003706046],"domain_scores_gemma":[0.9470691,0.03412676,0.01242901,0.0006135806,0.005216523,0.0005449735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0002952217,0.00008508686,0.001561269,0.6710333,0.001721027,0.0001364528,0.0003633904,0.0002405557,0.0001118349,0.002418541,0.01123383,0.3107994],"study_design_scores_gemma":[0.00019372,0.0005164595,0.005876951,0.9037111,0.004626743,0.0009133343,0.0006989876,0.0001660366,0.0001892159,0.001475179,0.08158454,0.00004769744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0002279668,0.9975426,0.0001226318,0.001255878,0.0002974013,0.0001336142,0.00004817575,0.000002866653,0.0003688892],"genre_scores_gemma":[0.005790321,0.9911081,0.0005993102,0.001370174,0.0006033666,0.0003591171,0.00005877991,0.000002223191,0.0001085695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01662269,"threshold_uncertainty_score":0.08791023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05114186606871316,"score_gpt":0.3447707416306269,"score_spread":0.2936288755619137,"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."}}