{"id":"W3087474631","doi":"10.1177/0846537120959875","title":"Radiology Artificial Intelligence: Bringing Theory to Clinical Practice","year":2020,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Medicine; Clinical Practice; Medical physics; Radiology; Family medicine","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":[0.01153322,0.001127803,0.001725941,0.004095557,0.001506393,0.009445088,0.003546003,0.005818343,0.006753841],"category_scores_gemma":[0.03931399,0.0008660746,0.001062246,0.001593187,0.02079712,0.01052223,0.004632077,0.008226662,0.001491627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0043285,"about_ca_system_score_gemma":0.006208555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00285266,"about_ca_topic_score_gemma":0.001799786,"domain_scores_codex":[0.9920974,0.004743983,0.0004928691,0.0006688107,0.001755091,0.0002418814],"domain_scores_gemma":[0.9359439,0.05307036,0.001324939,0.003802791,0.003955979,0.001902102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005710677,0.0002526825,0.002577731,0.001216287,0.0001006016,0.0001653161,0.0006060126,0.01098108,0.0002703822,0.8587244,0.02341728,0.1016311],"study_design_scores_gemma":[0.00002403506,0.00002775197,0.0002203821,0.0003138657,0.00001215809,0.00007306554,0.0001479945,0.008702944,0.0001105969,0.9703792,0.01996759,0.00002028978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.008309243,0.07830325,0.5333562,0.3125918,0.004469957,0.0002495882,0.0003379103,0.0006880634,0.06169396],"genre_scores_gemma":[0.4781485,0.06289878,0.404707,0.03215747,0.01281162,0.0009180463,0.0003612432,0.0002650024,0.007732284],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01153322,"threshold_uncertainty_score":0.06099421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04133454104387329,"score_gpt":0.3706823095997986,"score_spread":0.3293477685559253,"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."}}