{"id":"W1943686531","doi":"10.26443/mjm.v10i2.645","title":"Interventional Radiology: From Idea to Device to Patient","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; General surgery; Radiology; Medical physics","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":[0.0001077238,0.0000909088,0.0003247844,0.0001041439,0.00004265407,0.000002907851,0.0001394055,0.00002681041,0.0008067295],"category_scores_gemma":[0.0005861304,0.00006433419,0.0001190819,0.0002235705,0.00002455239,0.00003563828,0.0000558992,0.0001378207,0.0001779386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004963876,"about_ca_system_score_gemma":0.00003324569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001764656,"about_ca_topic_score_gemma":0.000001572991,"domain_scores_codex":[0.9988739,0.0000414227,0.0004713946,0.0001338212,0.0003636287,0.000115824],"domain_scores_gemma":[0.9985774,0.00005332995,0.0001239612,0.000131461,0.0003185539,0.0007953584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002901893,0.0008208028,0.01011818,0.00009391485,0.001163493,0.001076362,0.001960774,0.0002304795,0.09334344,0.001992431,0.7920844,0.09421382],"study_design_scores_gemma":[0.004332799,0.007488482,0.1210093,0.001155139,0.0007622977,0.000385807,0.0006722996,0.00009116473,0.002123355,0.0004173002,0.8613933,0.0001686611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6987211,0.001200372,0.005033633,0.2926702,0.0003432188,0.0002928998,0.00005850097,0.00002077066,0.001659392],"genre_scores_gemma":[0.8978069,0.00001239659,0.001758423,0.09983796,0.0005260675,0.000004852175,0.00001534395,0.00000929556,0.00002876047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1990859,"threshold_uncertainty_score":0.8833123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05837063592838104,"score_gpt":0.3174067925021359,"score_spread":0.2590361565737548,"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."}}