{"id":"W4414981134","doi":"10.1111/echo.70309","title":"Echocardiographic Features of Cardiomyopathies: A Comprehensive Review","year":2025,"lang":"en","type":"review","venue":"Echocardiography","topic":"Cardiomyopathy and Myosin Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Medical Association; University of Alberta","funders":"","keywords":"Cardiomyopathy; Hypertrophic cardiomyopathy; Dilated cardiomyopathy; Restrictive cardiomyopathy; Clinical Practice; Modality (human–computer interaction); Heart failure","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":[0.0005287071,0.0007785863,0.001209451,0.00421552,0.0002313136,0.0009055397,0.0006215489,0.0005835468,0.00381535],"category_scores_gemma":[0.001625138,0.0002639901,0.000771952,0.0028763,0.0003646387,0.00113327,0.0005196998,0.0007520449,0.001081706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003811169,"about_ca_system_score_gemma":0.001147689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359438,"about_ca_topic_score_gemma":0.002297556,"domain_scores_codex":[0.9997477,0.00004483599,0.00007607818,0.00004539436,0.00006874232,0.00001724786],"domain_scores_gemma":[0.9991989,0.0004830567,0.0001221564,0.00001711499,0.0001487932,0.00002995273],"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":[0.00007932105,0.00004776699,0.001361938,0.05135987,0.0002822431,0.0006417911,0.0001552276,0.0002912927,0.00124744,0.001320486,0.02533156,0.9178811],"study_design_scores_gemma":[0.00002653642,0.0001534524,0.01031042,0.05049872,0.001232323,0.01638227,0.0002719276,0.0001826618,0.0005922753,0.001894065,0.918391,0.00006434997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001746904,0.9989138,0.00008597461,0.0001433727,0.00008252736,0.000004250018,0.00003647007,0.000005046906,0.0005539085],"genre_scores_gemma":[0.001244084,0.9980611,0.0002179905,0.0001104931,0.0001311308,0.000004247545,0.0000614053,0.000001446478,0.000168026],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00421552,"threshold_uncertainty_score":0.01276362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839219910246399,"score_gpt":0.3473024349162545,"score_spread":0.3189102358137905,"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."}}