{"id":"W3216469376","doi":"10.1016/j.cpet.2021.09.007","title":"Trustworthy Artificial Intelligence in Medical Imaging","year":2021,"lang":"en","type":"review","venue":"PET Clinics","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"NIH Clinical Center; National Institutes of Health","keywords":"Trustworthiness; Variety (cybernetics); Artificial intelligence; Medicine; Data science; Engineering ethics; Computer science; Computer security; 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":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00265372,0.0006655802,0.001624795,0.002402271,0.0003009108,0.001906188,0.001026762,0.001961375,0.004616934],"category_scores_gemma":[0.006015407,0.0003688138,0.0006975998,0.002255946,0.001295728,0.002483319,0.001062521,0.002427899,0.001222964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001177453,"about_ca_system_score_gemma":0.002170743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001815459,"about_ca_topic_score_gemma":0.003114979,"domain_scores_codex":[0.9991623,0.0003190137,0.0001318323,0.00008476997,0.0002547757,0.00004733501],"domain_scores_gemma":[0.9944137,0.004622336,0.0003384708,0.0001199075,0.0004254603,0.00008005851],"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":[0.00005352558,0.00004343779,0.0002464613,0.0360662,0.0001865479,0.0001829996,0.00009016172,0.0005681636,0.0002815847,0.01587052,0.02580382,0.9206066],"study_design_scores_gemma":[0.00005343487,0.0001102697,0.00123667,0.0374491,0.0003812735,0.001293686,0.0001254344,0.000470616,0.0003438487,0.01821683,0.9402723,0.00004654311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003930287,0.9986236,0.0001815813,0.0004200146,0.000119111,0.000003147339,0.000007535758,0.00000275474,0.0006030372],"genre_scores_gemma":[0.0007609804,0.9982197,0.0002593544,0.0003220037,0.0002225983,0.00000484773,0.00001423968,0.000001472853,0.0001948075],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004616934,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3390825322165406,"score_gpt":0.5670841687344663,"score_spread":0.2280016365179258,"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."}}