{"id":"W3185943413","doi":"10.1016/j.athoracsur.2021.06.062","title":"Paracorporeal Support in Pediatric Patients: The Role of the Patient-Device Interaction","year":2021,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Stollery Children's Hospital","funders":"","keywords":"Medicine; Interquartile range; Extracorporeal membrane oxygenation; Ventricular assist device; Retrospective cohort study; Heart disease; Internal medicine; Cardiology; Heart failure; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0008827766,0.000144886,0.0002953392,0.0000826989,0.00004590039,0.00001457372,0.000306966,0.00007012649,0.0001587262],"category_scores_gemma":[0.0003628109,0.00008241722,0.0002456068,0.0006921162,0.00004003943,0.0001708664,0.0001112419,0.0002579064,0.00001529203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001414019,"about_ca_system_score_gemma":0.00006673564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003016461,"about_ca_topic_score_gemma":0.00004061144,"domain_scores_codex":[0.9982221,0.000318212,0.0006771804,0.0001478275,0.0003891974,0.0002454761],"domain_scores_gemma":[0.9979547,0.0008754052,0.0003035054,0.0006300211,0.0001934692,0.00004288574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009093236,0.0002896051,0.8839666,0.0004073839,0.000122531,0.00001081042,0.001096876,0.003038778,0.0007480736,0.0001525389,0.004413585,0.1056623],"study_design_scores_gemma":[0.0001329064,0.00006638404,0.6132588,0.000309124,0.0002047296,0.00002380344,0.003075715,0.004508872,0.3572437,0.004847932,0.01571161,0.0006164626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996474,0.0009442579,0.000004823796,0.0002739767,0.0005993884,0.0001595137,0.00002123626,0.00002806883,0.001494694],"genre_scores_gemma":[0.9994561,0.0001234265,0.000004743145,0.0002807786,0.00006514,0.00001816891,0.000018078,0.00002311761,0.00001043235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3564956,"threshold_uncertainty_score":0.3360877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04604120065371903,"score_gpt":0.2977111203938697,"score_spread":0.2516699197401507,"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."}}