{"id":"W4407797888","doi":"10.1177/08465371251322705","title":"Applications of Artificial Intelligence in Acute Thoracic Imaging","year":2025,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Thorax (insect anatomy); Acute medicine; Radiology; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001615837,0.0002120972,0.001584432,0.001070885,0.00008196708,0.00002196588,0.000393456,0.0004384231,0.0001058705],"category_scores_gemma":[0.002713148,0.0001945262,0.0005157088,0.001236607,0.0001445336,0.00005001828,0.00002062054,0.001104728,0.00001985088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002556153,"about_ca_system_score_gemma":0.004949172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007855892,"about_ca_topic_score_gemma":0.003685549,"domain_scores_codex":[0.9970148,0.0002519334,0.001888027,0.0002631788,0.00024527,0.0003367925],"domain_scores_gemma":[0.9954945,0.001520162,0.001890249,0.0003442378,0.0004615744,0.0002892458],"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":[0.000004388821,0.00006076211,0.00269068,0.001504344,0.0002479221,0.000009583679,0.00002409585,0.000002529205,7.898768e-7,0.002260002,0.001096394,0.9920985],"study_design_scores_gemma":[0.0001179637,0.00006300399,0.001204591,0.00791568,0.002034189,0.000282744,0.00007239336,0.00004351281,0.000003616742,0.006066882,0.9819067,0.0002887314],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001330038,0.9803448,0.01415789,0.0009257761,0.0002497451,0.001267615,0.0005292839,0.00001469026,0.002496951],"genre_scores_gemma":[0.0004539569,0.9940747,0.004273089,0.0001040666,0.0002111536,0.0001165333,0.0001890803,0.00001809683,0.0005593398],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9918098,"threshold_uncertainty_score":0.8779618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05044972770695443,"score_gpt":0.420510703477451,"score_spread":0.3700609757704966,"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."}}