{"id":"W3128464485","doi":"10.26443/mjm.v1i1.401","title":"Optimum Radiological Screening Examination for Lumbar Spine","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital","funders":"","keywords":"Pars interarticularis; Medicine; Radiological weapon; Oblique case; Radiography; Spondylolysis; Lumbar; Lumbar spine; Radiology; Fluoroscopy; Lumbosacral joint; Nuclear medicine; Spondylolisthesis; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00149422,0.0003065591,0.0003767589,0.001365593,0.0003311978,0.0003797643,0.0002291536,0.000532482,0.001680625],"category_scores_gemma":[0.0139843,0.000287636,0.0002314305,0.0005054824,0.0003408681,0.0004614822,0.0002466193,0.0002460301,0.0005111895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691315,"about_ca_system_score_gemma":0.0003234803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007658128,"about_ca_topic_score_gemma":0.0007930483,"domain_scores_codex":[0.9982273,0.0007032228,0.0002407232,0.0001993263,0.0004241025,0.0002053526],"domain_scores_gemma":[0.9941513,0.002553598,0.001753759,0.0002696888,0.0007544456,0.0005172545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000138553,0.00003573396,0.9947871,0.00001345055,0.000006748905,0.0009077817,0.00004217109,0.00002996464,0.0004922653,0.00001099844,0.00007114671,0.003464095],"study_design_scores_gemma":[0.000008928553,0.0006315782,0.9881977,0.0000288154,0.00002394574,0.01005801,0.0001313453,0.0002242487,0.0002889381,0.00002452678,0.0003752888,0.000006566321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979539,0.0008415791,0.0002856469,0.00004725964,0.000008081131,0.00001452333,0.00007483371,0.000007869849,0.000766208],"genre_scores_gemma":[0.9993217,0.0001855724,0.0002786579,0.0000332231,0.0000162279,0.00000781058,0.00007609176,0.000002741021,0.00007797195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001680625,"threshold_uncertainty_score":0.007902265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05258961701728587,"score_gpt":0.2747145359084136,"score_spread":0.2221249188911277,"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."}}