{"id":"W4400856292","doi":"10.1002/jum.16524","title":"Interpretation of Artificial Intelligence Models in Healthcare","year":2024,"lang":"en","type":"review","venue":"Journal of Ultrasound in Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Interpretation (philosophy); Health care; Artificial intelligence","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":[0.00619925,0.001088458,0.001174603,0.004123628,0.0002890376,0.003016346,0.001072759,0.001596657,0.001665949],"category_scores_gemma":[0.01603568,0.0003114883,0.000895114,0.003198026,0.001300881,0.0022097,0.0008866024,0.001793812,0.0006393389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002076313,"about_ca_system_score_gemma":0.00265027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002266169,"about_ca_topic_score_gemma":0.00216454,"domain_scores_codex":[0.9947035,0.002828907,0.0006269995,0.0002629888,0.001466998,0.0001105358],"domain_scores_gemma":[0.9912323,0.006592554,0.0004833135,0.0002878251,0.001333851,0.0000701449],"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":[0.00006885669,0.0000659971,0.001485647,0.02835704,0.0004636783,0.0002025284,0.0004767656,0.006776176,0.0008851949,0.07635678,0.02260717,0.8622542],"study_design_scores_gemma":[0.00004209857,0.0003111565,0.005891464,0.05093335,0.0008907742,0.001268742,0.0008980381,0.008724749,0.003681965,0.1089528,0.8182329,0.0001719835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001416911,0.9707149,0.01153484,0.004935993,0.0007018729,0.00009423288,0.0001764226,0.00007980222,0.01034509],"genre_scores_gemma":[0.03884488,0.9406628,0.01602581,0.002203479,0.0006177762,0.0001778498,0.0002562102,0.00003482507,0.001176314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00619925,"threshold_uncertainty_score":0.03278518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2727189202963081,"score_gpt":0.5074987815758476,"score_spread":0.2347798612795395,"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."}}