{"id":"W188499703","doi":"10.15173/m.v1i1.587","title":"A Heartening Alternative","year":2012,"lang":"en","type":"article","venue":"The Meducator","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Peer review; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000111104,0.00005630766,0.0001044232,0.00001543596,0.00006614254,0.000005097887,0.0000348152,0.0000159885,0.0002611448],"category_scores_gemma":[0.00003046123,0.00002638913,0.00009694266,0.00005875535,0.00005331262,0.00003054394,0.00002483162,0.00008494216,0.0001246122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002492404,"about_ca_system_score_gemma":0.00002603495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005837715,"about_ca_topic_score_gemma":3.359921e-7,"domain_scores_codex":[0.9995797,0.00001932097,0.00006272619,0.00005491596,0.0001022251,0.0001810952],"domain_scores_gemma":[0.9996681,0.00003668143,0.00001937905,0.0001471932,0.00001790773,0.0001107807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004751326,0.0004130914,0.6781867,0.0001811387,0.001255003,0.0000305596,0.06472261,0.000003236118,0.05285057,0.02022813,0.1120877,0.06956615],"study_design_scores_gemma":[0.0004598545,0.00008422799,0.7574167,0.0000427048,0.0001689015,0.0009923676,0.003973757,0.00002107607,0.0150772,0.0002539098,0.2213622,0.0001471234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860856,0.0009885937,0.000003563234,0.005328488,0.001149534,0.0001175819,0.000001181445,0.0000304999,0.006294988],"genre_scores_gemma":[0.9936613,0.00001284826,0.0002248926,0.001000333,0.001947126,0.000009639433,0.000001668951,0.000007705933,0.003134507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1092745,"threshold_uncertainty_score":0.2859353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02039541094648755,"score_gpt":0.2971036187921892,"score_spread":0.2767082078457016,"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."}}