{"id":"W3134712086","doi":"10.1016/j.acra.2020.12.026","title":"Review of Artificial Intelligence Training Tools and Courses for Radiologists","year":2021,"lang":"en","type":"review","venue":"Academic Radiology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Alliance; Task (project management); Task force; Interpretation (philosophy); Training (meteorology); Radiology; Radiomics; Artificial intelligence; Applications of artificial intelligence; Medical physics; Medicine; Systems engineering; Engineering","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":[0.001944515,0.0009018183,0.001908536,0.004818651,0.000309241,0.001384784,0.001547468,0.001587176,0.006770761],"category_scores_gemma":[0.004699374,0.0004275426,0.001029051,0.004694636,0.0005226257,0.001585138,0.0009078143,0.001509944,0.001909428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091871,"about_ca_system_score_gemma":0.003928979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003706784,"about_ca_topic_score_gemma":0.007802821,"domain_scores_codex":[0.9992734,0.0001616497,0.0001793007,0.0001070608,0.0002331592,0.00004553525],"domain_scores_gemma":[0.996439,0.002384278,0.0004305899,0.00006003301,0.0005415026,0.0001444871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006839104,0.00007671173,0.0001876564,0.05194252,0.0001140673,0.00006207651,0.00004242449,0.0002170062,0.0002698322,0.001344265,0.02656021,0.9191146],"study_design_scores_gemma":[0.00008033381,0.0002670444,0.002703977,0.070234,0.0008586544,0.0008366602,0.0001123184,0.0001851192,0.0003615075,0.001537604,0.9227753,0.00004753787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007721847,0.9988727,0.00009853297,0.0002961667,0.0001223879,0.000008476572,0.00003963831,0.00000671108,0.0004780904],"genre_scores_gemma":[0.0004099018,0.9985996,0.0002986446,0.0003075618,0.0001190258,0.000009659737,0.00004425269,0.000001950996,0.0002093994],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006770761,"threshold_uncertainty_score":0.02265042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1858780699395856,"score_gpt":0.4610928062336111,"score_spread":0.2752147362940255,"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."}}