{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006044016,0.00009187862,0.0003433706,0.00007989644,0.00004230654,0.000003742778,0.0001319678,0.00004407803,0.0001189355],"category_scores_gemma":[0.000835747,0.00006222425,0.00008612248,0.0001613868,0.00004771711,0.00006560968,0.000008700266,0.0002151545,0.000002164509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001813569,"about_ca_system_score_gemma":0.000003225809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.5393e-7,"about_ca_topic_score_gemma":3.610269e-8,"domain_scores_codex":[0.9991052,0.00003036552,0.0004018685,0.00007380027,0.0002513999,0.0001374386],"domain_scores_gemma":[0.9994541,0.00006242276,0.00009087723,0.00004993546,0.0001029187,0.0002397645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003418084,0.00004075878,0.0002578221,0.0003336688,0.000525405,0.0002457995,0.0004440403,0.03735941,0.1110182,0.0003395087,0.1040555,0.7453457],"study_design_scores_gemma":[0.006157761,0.001573435,0.004334561,0.0005841572,0.0005284688,0.0002451433,0.000493446,0.7821153,0.00248836,0.000181036,0.2009874,0.0003109171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03142522,0.002020808,0.9392916,0.02534596,0.0004158457,0.00009274326,0.000005411827,0.00009009793,0.001312307],"genre_scores_gemma":[0.980898,0.0003880846,0.01469249,0.002503914,0.001455955,0.000001517747,0.000006589887,0.00001600209,0.00003745343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9494728,"threshold_uncertainty_score":0.2537431,"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."}}