{"id":"W4386019955","doi":"10.1161/circheartfailure.120.008311","title":"Predicted Heart Mass: A Tale of 2 Ventricles","year":2023,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Université de Montréal; University Health Network; Université du Québec; Ted Rogers Centre for Heart Research","funders":"","keywords":"Left Ventricles; Cardiology; Internal medicine; Medicine; Ventricle","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":[0.0002228138,0.00008657313,0.0002430747,0.0001950859,0.00006335256,0.000008606273,0.00003068197,0.00009031071,0.000261999],"category_scores_gemma":[0.00008596457,0.00008039831,0.0001216246,0.0006574839,0.00003620089,0.00007874118,0.0000062314,0.0000922071,0.00008553571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001914243,"about_ca_system_score_gemma":0.00006627768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001018845,"about_ca_topic_score_gemma":0.000002785796,"domain_scores_codex":[0.9990614,0.00005645613,0.000281933,0.0001671408,0.000273097,0.0001599728],"domain_scores_gemma":[0.9994547,0.0001223804,0.00004817147,0.0001927171,0.00009731101,0.00008472946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005188749,0.0000420837,0.7266469,0.0003368046,0.0000530384,0.00001113234,0.0006035459,0.0003022391,0.2649702,0.0002892926,0.005898273,0.0007946338],"study_design_scores_gemma":[0.000928337,0.00004540364,0.9701672,0.0001125262,0.0000686014,0.00003877487,0.0002038291,0.001421102,0.008707208,0.0003137286,0.01791403,0.00007923537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878111,0.00007186527,0.004881582,0.006177126,0.0001667466,0.0004028812,0.00004891429,0.0002708737,0.0001688845],"genre_scores_gemma":[0.9736345,0.000007127232,0.02565233,0.0001761185,0.0001195132,0.00001445492,0.0001977823,0.00001707126,0.0001810479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.256263,"threshold_uncertainty_score":0.3278548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0270310054559219,"score_gpt":0.3142858835036375,"score_spread":0.2872548780477156,"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."}}