{"id":"W4233244533","doi":"10.1016/j.brachy.2021.06.017","title":"PP16 Presentation Time: 3:57 PM","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Restenosis; Brachytherapy; Stenosis; Radiology; Radiation therapy; Stent; Artery; Percutaneous; Cardiology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005587506,0.0000699938,0.000150662,0.0000361165,0.00003972314,0.00002101153,0.0000274472,0.00004183355,0.006032433],"category_scores_gemma":[0.0000878504,0.00006288854,0.0001376127,0.0001270019,0.00001768962,0.00005819131,0.00001227907,0.00006841697,0.000488653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002093543,"about_ca_system_score_gemma":0.00006529177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009479684,"about_ca_topic_score_gemma":0.000009596821,"domain_scores_codex":[0.9994193,0.00003301149,0.0001633404,0.0001428409,0.0001338205,0.0001077238],"domain_scores_gemma":[0.9994766,0.00009042698,0.00003568153,0.0002160639,0.00011961,0.00006159367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002292003,0.004188508,0.1310261,0.0001755049,0.0006889801,0.002599777,0.0008466339,0.00005331296,0.07024031,0.005311332,0.2313502,0.5512274],"study_design_scores_gemma":[0.01363341,0.001117304,0.4965029,0.0003087024,0.0002054678,0.001486739,0.0002645162,0.002044874,0.01567232,0.001961388,0.4664536,0.0003487628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673297,0.0033159,0.001550573,0.005820186,0.0003246702,0.000306592,0.000009872107,0.00009628954,0.02124621],"genre_scores_gemma":[0.8955685,0.001367502,0.003235127,0.002896654,0.0006173488,0.00005869914,0.0003067806,0.00003683464,0.09591255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5508786,"threshold_uncertainty_score":0.9948762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178060116095063,"score_gpt":0.31600347075195,"score_spread":0.2981974591424437,"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."}}