{"id":"W4411461261","doi":"10.1016/j.cjca.2025.06.007","title":"From Measurement to Management: Is caIMR Ready for Clinical Use?","year":2025,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006142515,0.000767337,0.001917943,0.001214591,0.004460665,0.006639009,0.002835594,0.05516087,0.0155234],"category_scores_gemma":[0.04294846,0.0007908254,0.001512036,0.001058097,0.005488897,0.008113983,0.002226157,0.05517795,0.009092071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008227105,"about_ca_system_score_gemma":0.01393392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0144988,"about_ca_topic_score_gemma":0.03057796,"domain_scores_codex":[0.9921456,0.002016193,0.00125753,0.0008913921,0.002551883,0.00113748],"domain_scores_gemma":[0.9654598,0.01223969,0.001831464,0.0009662118,0.007822991,0.01167987],"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":[0.00009176282,0.0000926362,0.002162845,0.0001332405,0.0000188529,0.005863514,0.0002202286,0.0001374523,0.0002930088,0.007694331,0.9511209,0.03217131],"study_design_scores_gemma":[0.0002566458,0.0001964872,0.00317146,0.002596552,0.00005661271,0.01415836,0.001662069,0.001024193,0.0002840929,0.04131155,0.9350771,0.000204969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001749822,0.001294616,0.0001456614,0.9911184,0.005108278,0.000005146943,0.000016396,0.00001723416,0.002119214],"genre_scores_gemma":[0.006521374,0.005331492,0.001395555,0.8835323,0.09889796,0.00003656316,0.00006086713,0.00005059782,0.004173425],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05516087,"threshold_uncertainty_score":0.05969214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314670898883964,"score_gpt":0.3581892217353605,"score_spread":0.2267221318469641,"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."}}