{"id":"W2892686403","doi":"10.1016/j.cjca.2018.07.137","title":"TEMPORAL CHANGES IN VENTRICULAR ASSIST DEVICE PARAMETERS FOLLOWING RAMP STUDIES","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiology; Ventricular assist device; Implant; Demographics; Internal medicine; Heart failure; Odds ratio; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005716608,0.0002889305,0.0003494014,0.0006888516,0.0002332192,0.0009029786,0.0002638109,0.0004595514,0.002084075],"category_scores_gemma":[0.003553056,0.0001255152,0.0002912845,0.0006417928,0.0002970607,0.0004224614,0.0004026078,0.0008679685,0.0004884192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597207,"about_ca_system_score_gemma":0.0001163342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001034645,"about_ca_topic_score_gemma":0.001082167,"domain_scores_codex":[0.9997184,0.00004906855,0.0000285749,0.00004839612,0.00009981538,0.00005565448],"domain_scores_gemma":[0.9981405,0.0008075066,0.0003075905,0.0001997077,0.0003969853,0.0001477552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03058249,0.001173785,0.4430091,0.0006737205,0.0004528858,0.009450882,0.002723488,0.002318457,0.3453563,0.001208874,0.002466775,0.1605833],"study_design_scores_gemma":[0.00004489473,0.002742068,0.9394394,0.00009166336,0.0001967674,0.002491881,0.0009784434,0.00280182,0.04732314,0.0002981394,0.003523969,0.00006785939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882344,0.001070149,0.004812474,0.00009467859,0.00008842876,0.0001162768,0.001137534,0.0001498404,0.004296054],"genre_scores_gemma":[0.9977632,0.0002400019,0.0007693511,0.00006439891,0.00004644491,0.00004759341,0.000511661,0.0000343967,0.0005230253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002084075,"threshold_uncertainty_score":0.006971955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03818783353586709,"score_gpt":0.2602798208717694,"score_spread":0.2220919873359024,"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."}}