{"id":"W3190835264","doi":"10.1016/j.xjtc.2021.07.017","title":"Commentary: Key is reproducibility","year":2021,"lang":"en","type":"editorial","venue":"JTCVS Techniques","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Pulmonary artery banding; Medicine; Pulmonary artery; Cardiology; Internal medicine; Hemodynamics; Artery; Pulmonary valve; Blood flow","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007772521,0.0004711074,0.001078673,0.0001457737,0.0001287429,0.00004392386,0.0001962563,0.0007190048,0.0005644507],"category_scores_gemma":[0.002587843,0.0004420952,0.0004441922,0.0002592703,0.0002079674,0.0000701402,0.0005745571,0.001147817,0.00004857384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000443481,"about_ca_system_score_gemma":0.0004748666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004247541,"about_ca_topic_score_gemma":0.0000709451,"domain_scores_codex":[0.996114,0.0001070883,0.0005513714,0.001857374,0.0009821343,0.0003880031],"domain_scores_gemma":[0.9950737,0.0002774157,0.0001165891,0.003474282,0.0008605462,0.0001974246],"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":[0.0001294677,0.0002893312,0.0004907111,0.0007455283,0.000255379,0.0001841939,0.0001850635,1.367827e-10,0.0001723592,0.000001693457,0.9829481,0.0145982],"study_design_scores_gemma":[0.0002509375,0.0002984216,0.0001303857,0.0006925187,0.0004763639,0.000006053565,0.00005956416,4.92981e-7,0.01290451,0.0002545345,0.9845647,0.0003615188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001120255,0.01253957,0.00001300356,0.02156124,0.9320283,0.002864676,0.001800952,0.002689864,0.02538212],"genre_scores_gemma":[0.0004699138,0.001805636,0.004009231,0.004141239,0.9794278,0.0003749774,0.001361005,0.0001274841,0.008282705],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04739949,"threshold_uncertainty_score":0.9998031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675242659537972,"score_gpt":0.3383759083119579,"score_spread":0.3216234817165782,"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."}}