{"id":"W3106655363","doi":"10.1016/j.jcin.2020.10.043","title":"When Something Can Be Worse Than Failing","year":2020,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Psychology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001306853,0.0006419901,0.001424803,0.0004191002,0.0003920594,0.0009308743,0.002851455,0.0005504992,0.0001177957],"category_scores_gemma":[0.0004654153,0.0006227592,0.009782587,0.0008387296,0.000111339,0.0004754355,0.001420368,0.003295328,0.0001496045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912854,"about_ca_system_score_gemma":0.0001294982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005201753,"about_ca_topic_score_gemma":0.00001381313,"domain_scores_codex":[0.9939243,0.001414406,0.0009084889,0.001543045,0.001359226,0.0008504979],"domain_scores_gemma":[0.9964134,0.0003026273,0.0003105519,0.00249677,0.000220286,0.0002563993],"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":[0.000001739847,0.00007243971,0.00001446881,0.0008892198,0.006311303,0.002876528,0.0009895875,0.000164101,0.00001755007,0.0006059655,0.737629,0.2504281],"study_design_scores_gemma":[0.0003340922,0.000084836,0.00001899056,0.0006795609,0.0006711663,0.0001098876,0.00004822539,0.001780034,0.0001267817,0.007789037,0.9875184,0.0008390133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0000042485,0.003430545,0.6394975,0.3536189,0.002142636,0.0003274702,0.00004757657,0.0003961729,0.0005349929],"genre_scores_gemma":[0.000198752,0.0001180714,0.6940984,0.2957889,0.006481132,0.0002461805,0.0001832318,0.000161491,0.002723869],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2498894,"threshold_uncertainty_score":0.9996223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07610198946987051,"score_gpt":0.3033177642343119,"score_spread":0.2272157747644414,"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."}}