{"id":"W2328083148","doi":"10.1227/neu.0000000000001128","title":"Assessment of Impact of Long-Cassette Standing X-Rays on Surgical Planning for Cervical Pathology","year":2015,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Surgical planning; Cervical spine; Radiography; Cervical vertebrae; Radiology; General surgery; Surgery","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":[0.003401358,0.0003137866,0.0001618266,0.0007192101,0.0003023291,0.0006331828,0.000482867,0.0004078422,0.005136218],"category_scores_gemma":[0.02424148,0.0001659941,0.0005413636,0.000404155,0.000487935,0.0005232136,0.0007335834,0.0004436027,0.0004100353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006264345,"about_ca_system_score_gemma":0.0006478105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002158178,"about_ca_topic_score_gemma":0.004560205,"domain_scores_codex":[0.9974706,0.001246487,0.0002169027,0.0001488033,0.0006904214,0.0002268006],"domain_scores_gemma":[0.9778821,0.01141143,0.006457989,0.0005226834,0.001666691,0.002059153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003037598,0.0004386512,0.9833211,0.00005571671,0.00003248089,0.0001744176,0.0007227027,0.0001571204,0.00047176,0.00001730491,0.0001776127,0.01412748],"study_design_scores_gemma":[0.00001096159,0.00145291,0.9954637,0.0000260851,0.00002760954,0.0003423758,0.001827449,0.0003562098,0.0002365679,0.00001704952,0.000231696,0.0000074273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989446,0.00005503526,0.00004699579,0.00007171711,0.000003612319,0.00001774016,0.00003560063,0.000002951605,0.0008218237],"genre_scores_gemma":[0.9995123,0.00006176082,0.0002248778,0.00001909481,0.000004328989,0.00001064149,0.00003835688,0.00000112963,0.0001276665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005136218,"threshold_uncertainty_score":0.01798826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09133985753878536,"score_gpt":0.4100095401897083,"score_spread":0.3186696826509229,"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."}}