{"id":"W4323034702","doi":"10.1002/9781119790686.ch32","title":"Clinical Applications of AI in Diagnostic Imaging","year":2023,"lang":"en","type":"other","venue":"AI in Clinical Medicine","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Food and drug administration; Patient care; Computer science; Order (exchange); Medical physics; Artificial intelligence; Data science; Medicine; Risk analysis (engineering); Business; Nursing; Finance","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":[0.007252591,0.0008132965,0.0005298975,0.003669053,0.0009023039,0.004590448,0.00150533,0.002455191,0.02369438],"category_scores_gemma":[0.02393202,0.0003203911,0.0007550159,0.002838752,0.003618099,0.003567001,0.002846719,0.003423665,0.009224485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818275,"about_ca_system_score_gemma":0.001815845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002192183,"about_ca_topic_score_gemma":0.003489604,"domain_scores_codex":[0.9964708,0.001539839,0.0002577374,0.0002627725,0.001327461,0.0001413945],"domain_scores_gemma":[0.9832497,0.01211285,0.0005688954,0.0009663348,0.002429134,0.0006729809],"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":[0.00005119623,0.00006500902,0.002267726,0.001531179,0.0000421835,0.0005407167,0.000574611,0.001658487,0.001090614,0.1277291,0.112416,0.7520331],"study_design_scores_gemma":[0.00001626328,0.00008379333,0.002544944,0.002756695,0.00003367065,0.005060961,0.0005331694,0.002533966,0.001932313,0.1763113,0.8081277,0.00006532761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004335626,0.297852,0.1421397,0.07804354,0.007307075,0.0002614569,0.0005614689,0.001782562,0.4677165],"genre_scores_gemma":[0.1377035,0.4368827,0.2729436,0.03030131,0.01857701,0.0004580283,0.000831787,0.001204936,0.101097],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02369438,"threshold_uncertainty_score":0.07926553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03428021774779144,"score_gpt":0.4690402770489881,"score_spread":0.4347600593011967,"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."}}