{"id":"W4402528561","doi":"10.1093/aje/kwae297","title":"Maro responds to “raising a high-pressure alarm about pediatric hypertension”","year":2024,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Food and Drug Administration; U.S. Food and Drug Administration; Hamilton Health Sciences Foundation; U.S. Department of Health and Human Services","keywords":"Raising (metalworking); Medicine; ALARM; Intensive care medicine; Engineering; Metallurgy; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003002121,0.0001775266,0.001064574,0.0008446114,0.00007156692,0.00000495933,0.0001807871,0.0001848916,0.0000553877],"category_scores_gemma":[0.007244492,0.0001307895,0.0001912797,0.0008137641,0.0001922808,0.00006873516,0.00006284753,0.001081034,0.00005629067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008169465,"about_ca_system_score_gemma":0.0003005996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001765006,"about_ca_topic_score_gemma":0.0000022701,"domain_scores_codex":[0.9973642,0.0006494522,0.00101859,0.0002958021,0.000163649,0.0005083305],"domain_scores_gemma":[0.9954771,0.003180563,0.0003701757,0.0003096285,0.0002436115,0.0004188964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001576084,0.00009648647,0.5409124,0.0002390852,0.00044082,0.002365658,0.0005022365,0.0001861879,0.001480531,0.002003004,0.02773405,0.4224634],"study_design_scores_gemma":[0.001184235,0.01405031,0.6522037,0.001414659,0.001199175,0.01024384,0.0005026365,0.0003606813,0.0002878172,0.003665731,0.3143812,0.0005060057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465926,0.01109183,0.003023815,0.03700666,0.001969841,0.0001244922,0.000005644289,0.00009359247,0.0000915082],"genre_scores_gemma":[0.9785776,0.001244153,0.01259399,0.005588292,0.001814813,0.000004458708,0.000002532536,0.00002976848,0.0001444033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4219575,"threshold_uncertainty_score":0.8672857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0603610507959257,"score_gpt":0.3826143651335052,"score_spread":0.3222533143375795,"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."}}