{"id":"W4396230397","doi":"10.1080/16549716.2024.2326253","title":"The Tools for Integrated Management of Childhood Illness (TIMCI) study protocol: a multi-country mixed-method evaluation of pulse oximetry and clinical decision support algorithms","year":2024,"lang":"en","type":"article","venue":"Global Health Action","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Unitaid; Burnet Institute","keywords":"Medicine; Randomized controlled trial; Referral; Tanzania; Integrated Management of Childhood Illness; Pulse oximetry; Cluster randomised controlled trial; Emergency medicine; Family medicine; Medical emergency; Population; Environmental health; Primary health care","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":[0.07182673,0.005463351,0.006836302,0.002551573,0.003178023,0.005395114,0.005210566,0.004658638,0.0692436],"category_scores_gemma":[0.05196112,0.004016744,0.006347327,0.003374822,0.003628152,0.003091522,0.004214866,0.008793104,0.01041617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006563997,"about_ca_system_score_gemma":0.0209998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007142008,"about_ca_topic_score_gemma":0.007473465,"domain_scores_codex":[0.9610494,0.02807245,0.004072351,0.002341754,0.002426764,0.00203736],"domain_scores_gemma":[0.9724532,0.009643431,0.005787229,0.004250769,0.005782655,0.002082683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.727578,0.04424381,0.004939779,0.0524606,0.00522586,0.0004269452,0.0037694,0.006361499,0.001705578,0.01191458,0.04123146,0.1001425],"study_design_scores_gemma":[0.7756768,0.07312988,0.01405351,0.01394341,0.003490001,0.0001405357,0.001911858,0.006872386,0.002123065,0.009080618,0.0991414,0.0004365364],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002924368,0.0001670405,0.002402127,0.0001433536,0.0001361425,0.9911776,0.002191638,0.0000496226,0.0008081006],"genre_scores_gemma":[0.001432666,0.00004044076,0.002689474,0.00005052835,0.00001027761,0.9954062,0.0002080322,0.000007026606,0.0001554342],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07182673,"threshold_uncertainty_score":0.3798606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07013757923533538,"score_gpt":0.5193276266179742,"score_spread":0.4491900473826388,"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."}}