{"id":"W3048030715","doi":"10.1016/j.xjon.2020.06.011","title":"When NOT to use short-term mechanical circulatory support","year":2020,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Term (time); Circulatory system; Medicine; Cardiology; Physics","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007475922,0.0009944963,0.001720815,0.0001996183,0.0001119876,0.001070587,0.003750591,0.001811348,0.003037733],"category_scores_gemma":[0.0008787825,0.001087459,0.0003989793,0.000301982,0.00003091867,0.0008652288,0.001798194,0.002008753,0.003576153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004735329,"about_ca_system_score_gemma":0.0004794007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007874158,"about_ca_topic_score_gemma":0.0001103229,"domain_scores_codex":[0.9943399,0.0001210781,0.00126504,0.001533525,0.001753736,0.0009867045],"domain_scores_gemma":[0.9959348,0.0005277153,0.0001248958,0.001835629,0.0002147767,0.00136219],"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":[0.00004899135,0.00003343071,0.00009316207,0.000338631,0.0003173983,0.0003362438,0.0001580544,0.00005657899,0.001532618,0.0001943435,0.9962135,0.000677027],"study_design_scores_gemma":[0.0003992015,0.000140018,0.000271827,0.000160815,0.0002245158,0.000006794288,0.00001515415,0.0003926597,0.0008518316,0.0001400103,0.9960402,0.00135699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001485505,0.00004700391,0.0009483204,0.0002680309,0.986488,0.003113211,0.001517405,0.001342774,0.0047897],"genre_scores_gemma":[0.1049347,0.00002910338,0.003463851,0.002230732,0.8811123,0.0007523347,0.003330333,0.001288009,0.002858592],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1053757,"threshold_uncertainty_score":0.9999664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04515912055229871,"score_gpt":0.2955867249542994,"score_spread":0.2504276044020007,"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."}}