{"id":"W4230048920","doi":"10.1017/cbo9781107323919","title":"Handbook of ICU Therapy","year":2014,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Electrolyte and hormonal disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Critically ill; Medicine; Intensive care medicine; Critical illness; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003430481,0.0009594648,0.0007423154,0.001644475,0.0009334049,0.002787053,0.001162738,0.001287973,0.1581368],"category_scores_gemma":[0.002122071,0.0003468862,0.0004821065,0.00139361,0.0004790024,0.001901244,0.001552642,0.002338791,0.1038479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000989174,"about_ca_system_score_gemma":0.001859335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001436901,"about_ca_topic_score_gemma":0.003165531,"domain_scores_codex":[0.9995648,0.00008100575,0.00003161973,0.0000475831,0.0002460187,0.00002888577],"domain_scores_gemma":[0.9994122,0.0001695695,0.00003440049,0.00004983917,0.000249155,0.00008490235],"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":[0.00001432281,0.00004031031,0.00005076522,0.0003268059,0.000002063125,0.0001027653,0.0002003675,0.0001789982,0.0003140357,0.006182783,0.8258435,0.1667434],"study_design_scores_gemma":[0.000001963358,0.000007336693,0.0001046424,0.0002196973,9.247312e-7,0.0002321198,0.00003555585,0.00004387024,0.00003876575,0.001285447,0.9980259,0.000003774928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007974908,0.06197725,0.01094442,0.008218315,0.01066585,0.0003240918,0.001856201,0.001976023,0.9032406],"genre_scores_gemma":[0.003256882,0.03176513,0.01361815,0.00548173,0.001947483,0.0003007274,0.00167836,0.0006452644,0.9413064],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1581368,"threshold_uncertainty_score":0.5290202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654025047645416,"score_gpt":0.2080155281131392,"score_spread":0.1914752776366851,"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."}}