{"id":"W4410376898","doi":"10.1111/apa.70136","title":"Studying the Effectiveness of Video‐Assisted Education in Teaching Ugandan Mothers to Monitor Their Hospitalised Infant","year":2025,"lang":"en","type":"article","venue":"Acta Paediatrica","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University Health Centre; McGill University","keywords":"Medicine; Economic shortage; Nursing; Health care; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006727321,0.0001108942,0.000254309,0.0001741469,0.00007485082,0.00001294497,0.0001400526,0.00004946782,0.000003249904],"category_scores_gemma":[0.0003265364,0.00006796736,0.00006022771,0.0003871009,0.00001761199,0.00004119754,0.00005542038,0.0002031442,0.000002610434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001490815,"about_ca_system_score_gemma":0.0002279746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001288306,"about_ca_topic_score_gemma":0.00001593885,"domain_scores_codex":[0.998998,0.0002588361,0.0002466516,0.0001739734,0.0001449448,0.0001776092],"domain_scores_gemma":[0.9991595,0.0003995547,0.00007125037,0.0002408428,0.00005999169,0.00006887935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005894814,0.0004772175,0.9583484,0.0004193476,0.0000550878,0.000002023865,0.00122625,0.000009743829,0.005805091,0.0002714442,0.001043203,0.03175271],"study_design_scores_gemma":[0.0007810997,0.0001587622,0.9949734,0.0003971183,0.00004747466,0.000001876584,0.0009069425,0.00001102564,0.001017283,0.0001804941,0.00146261,0.00006189101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929776,0.0003608984,0.00002173099,0.002377793,0.0003662921,0.0009106807,0.000005724018,0.0000233753,0.002955941],"genre_scores_gemma":[0.9987677,0.00003885278,0.00009914929,0.0008324964,0.0001281602,0.00004733431,0.000003993624,0.000009042153,0.00007328748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03662502,"threshold_uncertainty_score":0.2771628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006157372200848473,"score_gpt":0.2883289315318928,"score_spread":0.2821715593310443,"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."}}