{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005500427,0.0003667551,0.002284691,0.0008857885,0.00001741224,0.00000544976,0.000401829,0.0006098971,0.0007286503],"category_scores_gemma":[0.04266275,0.0002938883,0.0002975252,0.000936461,0.001345994,0.0000283535,0.0001557584,0.004159406,0.0001846001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006725606,"about_ca_system_score_gemma":0.0003019482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001792163,"about_ca_topic_score_gemma":0.000558735,"domain_scores_codex":[0.9941096,0.0003785975,0.003529058,0.0008804883,0.000617423,0.0004848854],"domain_scores_gemma":[0.984568,0.0131797,0.0007247426,0.0009833861,0.0000918943,0.0004522789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003323667,0.0004036125,0.5083953,0.0002972003,0.00006507635,0.0003043075,0.00002695197,0.000001864317,0.000002134662,0.0002356142,0.2968509,0.1933838],"study_design_scores_gemma":[0.006421463,0.0003659262,0.2906578,0.0103404,0.0002931355,0.00002489238,0.00005784073,0.001930901,3.45532e-7,0.001387894,0.6882342,0.0002852787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003962948,0.02424285,0.01764352,0.3770984,0.01556225,0.01002621,0.00006959929,0.00238314,0.5490111],"genre_scores_gemma":[0.2926853,0.1105813,0.009611301,0.1538303,0.04147322,0.001522222,0.0007913949,0.007385914,0.382119],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3913833,"threshold_uncertainty_score":0.9999513,"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."}}