{"id":"W4285403011","doi":"10.1016/j.xnsj.2022.100142","title":"A scoping review of complication prediction models in spinal surgery: An analysis of model development, validation and impact","year":2022,"lang":"en","type":"review","venue":"North American Spine Society Journal (NASSJ)","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Predictive modelling; Systematic review; Spinal surgery; Complication; Meta-analysis; MEDLINE; Surgery; Computer science; Internal medicine; Machine learning","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1700062,0.003421208,0.0108977,0.03930509,0.002295873,0.00888539,0.005268084,0.004065648,0.004055268],"category_scores_gemma":[0.5006209,0.002938187,0.02340508,0.0344032,0.002588517,0.008121681,0.005586743,0.003750598,0.000576147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01689775,"about_ca_system_score_gemma":0.04580373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02018388,"about_ca_topic_score_gemma":0.03562381,"domain_scores_codex":[0.8569077,0.06941493,0.04739645,0.004946444,0.01998729,0.00134716],"domain_scores_gemma":[0.4229546,0.4963542,0.03686326,0.009092862,0.03386535,0.0008697232],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002029711,0.0000311445,0.003126755,0.8883643,0.01569605,0.0002019956,0.001309254,0.001305181,0.0001069973,0.00224496,0.002926694,0.08448374],"study_design_scores_gemma":[0.00005791105,0.00009098618,0.001983243,0.9448012,0.03862219,0.0001451442,0.0005166596,0.0007236414,0.0001336486,0.001300003,0.01157882,0.00004668067],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002762907,0.984479,0.004625606,0.001958886,0.0004333438,0.003085986,0.001607417,0.00005398503,0.0009928903],"genre_scores_gemma":[0.0414098,0.9323871,0.01400373,0.001312738,0.0002246732,0.008817263,0.001537621,0.00005646794,0.0002505961],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8299938,"threshold_uncertainty_score":0.8990894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1418410860365729,"score_gpt":0.4274242013255412,"score_spread":0.2855831152889683,"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."}}