{"id":"W4210649917","doi":"10.33590/emjradiol/21f10415","title":"Artificial Intelligence in Radiology: An Exciting Future, but Ethically Complex","year":2021,"lang":"en","type":"article","venue":"EMJ Radiology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obsolescence; Artificial intelligence; George (robot); Cliff; Psychology; Subject (documents); Computer science; History; Library science; Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03355623,0.001078552,0.001344178,0.001534043,0.006620904,0.0185292,0.002435951,0.02120817,0.01252106],"category_scores_gemma":[0.05152225,0.0006011901,0.0008564873,0.00111221,0.03599808,0.02952835,0.00854768,0.04514745,0.00636519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004541151,"about_ca_system_score_gemma":0.009593966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00213442,"about_ca_topic_score_gemma":0.003299522,"domain_scores_codex":[0.9694949,0.01824633,0.001138297,0.00186165,0.007614185,0.00164468],"domain_scores_gemma":[0.9267949,0.04267552,0.002881148,0.00468708,0.01236288,0.01059841],"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":[0.0000469392,0.00006052404,0.0002544867,0.0003079236,0.00002893429,0.0001921873,0.001800919,0.0001013648,0.0003117831,0.1624881,0.78982,0.04458683],"study_design_scores_gemma":[0.00002102478,0.00004329935,0.0002453976,0.001241229,0.000008505186,0.0005909388,0.002745399,0.000194411,0.00009349805,0.1480147,0.8467543,0.00004733634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001248618,0.01796139,0.001026256,0.9685929,0.008761625,0.00000554753,0.00001269392,0.0000298303,0.003484973],"genre_scores_gemma":[0.01825619,0.03298647,0.0043672,0.8881264,0.04292518,0.00007095564,0.00004859481,0.0001369046,0.01308208],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03355623,"threshold_uncertainty_score":0.1774645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2650810527329825,"score_gpt":0.4604379748096901,"score_spread":0.1953569220767076,"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."}}