{"id":"W4211023951","doi":"10.1007/978-1-84800-923-3_3","title":"Cardiopulmonary Interactions","year":2008,"lang":"en","type":"book-chapter","venue":"","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002362357,0.0001824487,0.0003394627,0.000113275,0.0000483954,0.000003758977,0.00004092965,0.0001676891,0.001447173],"category_scores_gemma":[0.000003342486,0.0001532584,0.0002469817,0.000008950163,0.00003945927,0.00001791104,0.00001624303,0.0004225294,0.0007884063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019508,"about_ca_system_score_gemma":0.00008154344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002654308,"about_ca_topic_score_gemma":0.000001584932,"domain_scores_codex":[0.9993325,0.000002939841,0.0001690759,0.0002058112,0.0001786261,0.0001110178],"domain_scores_gemma":[0.9994147,0.00002320381,0.00004026174,0.0003541705,0.00005637813,0.0001112319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000429528,0.0002092204,0.0006365812,0.0002930225,0.003148,0.005851056,0.0004251449,0.000006835052,0.0005821636,0.0426064,0.4165795,0.5292326],"study_design_scores_gemma":[0.0001883131,0.00005979854,0.000115013,0.0002002884,0.00006644984,0.001164437,0.000003693949,0.00002706646,0.00002942718,0.0003095246,0.9976938,0.0001422001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001586734,0.0006804728,0.00008652535,0.0002952433,0.0008355664,0.0001450346,0.00000789378,0.0001659534,0.9976246],"genre_scores_gemma":[0.01102133,0.002246436,0.0003566806,0.0001921192,0.001307508,0.000005148966,0.00005969802,0.00006016542,0.9847509],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5811143,"threshold_uncertainty_score":0.9999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064739798449452,"score_gpt":0.2814802017821382,"score_spread":0.2508328037976437,"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."}}