{"id":"W2017014285","doi":"10.1016/s0272-6386(03)00540-7","title":"Patient monitoring in the london daily/nocturnal hemodialysis study","year":2003,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Nocturnal; Hemodialysis; ALARM; Emergency medicine; Medical emergency; Surgery; Internal medicine","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":[0.0006868489,0.0004381537,0.000824175,0.0006341499,0.0008305304,0.001559128,0.000749715,0.001346298,0.001547439],"category_scores_gemma":[0.002726655,0.0005323848,0.0007636135,0.002215283,0.0006196101,0.001136343,0.001154209,0.001262371,0.0003451359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001776151,"about_ca_system_score_gemma":0.00111648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06582343,"about_ca_topic_score_gemma":0.1134971,"domain_scores_codex":[0.99901,0.0003112751,0.0001463359,0.0001887125,0.0001486985,0.0001949134],"domain_scores_gemma":[0.9969187,0.0002788333,0.00147926,0.0003542901,0.0002886391,0.0006803183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002426851,0.0001304928,0.9933756,0.00005025049,0.000252041,0.000476794,0.0005269102,0.00006092545,0.0003409445,0.0001213296,0.0008451739,0.001392676],"study_design_scores_gemma":[0.0001198288,0.0001497464,0.9981945,0.00001874918,0.00007073675,0.0001920358,0.0005659293,0.00005950403,0.00004447632,0.00003015989,0.0005403982,0.00001398766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961064,0.0005739008,0.00003112093,0.0003045966,0.00002188243,0.00001724814,0.001302852,0.000002886226,0.001639067],"genre_scores_gemma":[0.9977876,0.0002003799,0.00003669353,0.000169116,0.00002398175,0.00002275968,0.001111374,0.000004940496,0.0006431451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06582343,"threshold_uncertainty_score":0.1308806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01650399210976573,"score_gpt":0.3065070705860177,"score_spread":0.290003078476252,"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."}}