{"id":"W4414229082","doi":"10.2196/64855","title":"Real-Time Estimation of Arterial Partial Pressure of Carbon Dioxide in Patients Undergoing General Anesthesia: Predictive Modeling Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carbon dioxide; Blood pressure; Prospective cohort study; Partial pressure; Remote patient monitoring; Continuous monitoring","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002358673,0.0008655982,0.0006651062,0.0007881664,0.0001875945,0.0008870258,0.0008381164,0.0006197388,0.0008173866],"category_scores_gemma":[0.006325972,0.0003094105,0.0009939333,0.0006339267,0.0002124413,0.0005176249,0.0005210579,0.001156933,0.0002518518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004491743,"about_ca_system_score_gemma":0.0008433645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008901047,"about_ca_topic_score_gemma":0.004595246,"domain_scores_codex":[0.9994216,0.0002095795,0.00004669065,0.0001843257,0.00008580669,0.00005201263],"domain_scores_gemma":[0.9968976,0.002100642,0.0003315075,0.0002348383,0.0003262905,0.0001090769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001647781,0.001072962,0.7267783,0.0001772791,0.0007062351,0.0005857678,0.0002561838,0.1914653,0.00131072,0.0004658539,0.001961865,0.07357177],"study_design_scores_gemma":[0.00002070001,0.0003296513,0.05490458,0.00003336346,0.0001426867,0.000148923,0.00008677136,0.9432617,0.0004765842,0.0002043873,0.0003737416,0.00001685181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782642,0.0007602343,0.01933664,0.000312076,0.00004408919,0.00005630849,0.00060669,0.0001207881,0.0004989334],"genre_scores_gemma":[0.9950789,0.0003234788,0.003355385,0.00004308401,0.00002712485,0.00003485953,0.0009493319,0.000009322041,0.0001783618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008901047,"threshold_uncertainty_score":0.01769853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008435885782775572,"score_gpt":0.2853957443002588,"score_spread":0.2769598585174832,"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."}}