{"id":"W4319068271","doi":"10.1016/j.xjon.2022.12.013","title":"Discussion","year":2023,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impella; Extracorporeal membrane oxygenation; Medicine; Multidisciplinary approach; Family medicine; Psychology; Gerontology; Surgery; Ventricular assist device; Political science; Cardiology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001480897,0.0000606408,0.00009345025,0.00003347165,0.00003178671,0.00006317035,0.0003464236,0.0000369448,0.0008037423],"category_scores_gemma":[0.00001350843,0.00003982117,0.00002308345,0.0002330883,0.000004311483,0.0001736666,0.0001623198,0.00006157823,0.004240632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001408419,"about_ca_system_score_gemma":0.000005497764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005575132,"about_ca_topic_score_gemma":0.000008634516,"domain_scores_codex":[0.9995407,0.000008942538,0.000101053,0.0001048751,0.00009396753,0.0001504672],"domain_scores_gemma":[0.9996898,0.00001322628,0.00000760604,0.0002142672,0.000005502177,0.00006958954],"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":[0.00001948339,0.00005877184,0.02531587,0.0004125785,0.0001836701,0.0003146218,0.001062911,0.01213943,0.02846046,0.01822179,0.7584414,0.155369],"study_design_scores_gemma":[0.000430442,0.00002339622,0.04101435,0.00005869674,0.00001431065,0.000004899887,0.0002009888,0.05873423,0.005309534,0.006783272,0.8870054,0.0004204872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6153896,0.0001260873,0.001184987,0.00262343,0.00282911,0.001521479,0.00003780791,0.004727058,0.3715604],"genre_scores_gemma":[0.9965099,0.000002971429,0.0001340857,0.00007764271,0.00005016086,0.00003261232,0.00001976515,0.00002488955,0.003147972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3811202,"threshold_uncertainty_score":0.9965347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568130693702124,"score_gpt":0.2851498533386999,"score_spread":0.2494685464016786,"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."}}