{"id":"W4323033993","doi":"10.1002/9781119790686.ch35","title":"Future Developments and Assimilation of AI in Radiology","year":2023,"lang":"en","type":"other","venue":"AI in Clinical Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Radiology; Medical imaging; Medicine; Medical physics","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":[0.007412014,0.0004333379,0.0004231897,0.001532737,0.001418467,0.008351777,0.001849159,0.00300923,0.01669739],"category_scores_gemma":[0.008140133,0.0002803825,0.000577341,0.00144565,0.004539334,0.009860292,0.00313511,0.003221965,0.005127595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003679267,"about_ca_system_score_gemma":0.004294371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003452811,"about_ca_topic_score_gemma":0.004245793,"domain_scores_codex":[0.9965731,0.001600052,0.0001842827,0.0002914948,0.001106111,0.0002449121],"domain_scores_gemma":[0.9932328,0.003520629,0.0002545021,0.0007044279,0.001717915,0.0005698085],"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":[0.00002858361,0.00007550403,0.0006599288,0.0004886471,0.00001043859,0.0001643186,0.001790105,0.00147175,0.0006085486,0.63002,0.02463699,0.3400452],"study_design_scores_gemma":[0.000004989844,0.00003456045,0.0006454951,0.0007795311,0.000006010067,0.000412392,0.001828524,0.002654435,0.0004870588,0.2798132,0.7133094,0.00002437238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.007794397,0.09629323,0.05590314,0.160521,0.003539303,0.00007810931,0.0001692557,0.0006068057,0.6750947],"genre_scores_gemma":[0.2993687,0.2412126,0.2085065,0.03543137,0.00688758,0.000273998,0.0005883444,0.0005635924,0.2071674],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01669739,"threshold_uncertainty_score":0.05585831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2735567454123068,"score_gpt":0.5628280263052654,"score_spread":0.2892712808929586,"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."}}