{"id":"W4404594057","doi":"10.1007/978-3-031-61601-3_1","title":"Preventing Wrong-Level Spine Surgery","year":2024,"lang":"en","type":"review","venue":"Acta neurochirurgica. Supplementum","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Harm; SAFER; Protocol (science); Fluoroscopy; Population; Event (particle physics); Medical physics; Surgery; Alternative medicine; Psychology; Computer science; Computer security","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":[0.004359812,0.0003947997,0.0003933404,0.0009288609,0.001081606,0.001774552,0.0008612875,0.002050066,0.01906413],"category_scores_gemma":[0.0436365,0.000150962,0.0006035722,0.0004778602,0.001127859,0.001600169,0.002155952,0.001838721,0.005385329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126786,"about_ca_system_score_gemma":0.008247779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00252735,"about_ca_topic_score_gemma":0.004289299,"domain_scores_codex":[0.9939446,0.002176163,0.0006589314,0.0002778522,0.002410772,0.0005317915],"domain_scores_gemma":[0.970292,0.008090649,0.007987875,0.001677996,0.008572817,0.003378651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003672994,0.000755496,0.1395647,0.006106771,0.000143002,0.001640971,0.001828893,0.0006139732,0.002179479,0.004786147,0.100356,0.7416573],"study_design_scores_gemma":[0.0002251739,0.003153068,0.4937046,0.0278219,0.0005063572,0.02249363,0.009632801,0.00194219,0.007064266,0.0131224,0.4200576,0.0002760427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.362134,0.08969875,0.02706859,0.2721836,0.01871532,0.001545657,0.001613997,0.001558724,0.2254814],"genre_scores_gemma":[0.8744264,0.04919029,0.0203506,0.03434361,0.004292904,0.0004047461,0.0008807472,0.0001351216,0.01597565],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01906413,"threshold_uncertainty_score":0.06377584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2355110944864293,"score_gpt":0.4967504078782344,"score_spread":0.2612393133918051,"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."}}