{"id":"W4392581938","doi":"10.1093/biomethods/bpae016","title":"Alternative community-led intervention to improve uptake of cataract surgery services in rural Tanzania—The Dodoma Community Cataract Acceptance Trial (DoCCAT): a protocol for intervention co-designing and implementation in a cluster-randomized controlled trial","year":2024,"lang":"en","type":"article","venue":"Biology Methods and Protocols","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"Lions Clubs International Foundation","keywords":"Psychological intervention; Medicine; Intervention (counseling); Tanzania; Cataract surgery; Randomized controlled trial; Cluster randomised controlled trial; Community engagement; Family medicine; Optometry; Nursing; Surgery; Public relations; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02343233,0.0002359678,0.001522294,0.0002627644,0.0001597393,0.00006787558,0.0001591944,0.0001429656,0.00002095401],"category_scores_gemma":[0.0007705648,0.0001456285,0.0003247601,0.0001720256,0.0001224258,0.0001504541,0.0001066159,0.00055887,4.076696e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008317156,"about_ca_system_score_gemma":0.00008680821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01061643,"about_ca_topic_score_gemma":0.001833977,"domain_scores_codex":[0.9870684,0.01071554,0.001638212,0.0002174547,0.00009588267,0.0002645031],"domain_scores_gemma":[0.9939607,0.005042941,0.0005972071,0.0002239671,0.0001025042,0.00007272761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9196716,0.0005078703,0.001147478,0.002352258,0.0001612215,0.000001505176,0.002079561,2.831088e-7,0.00239019,0.0002047209,0.0000125746,0.07147075],"study_design_scores_gemma":[0.975634,0.00628164,0.004805067,0.002679701,0.00009479799,0.00001072483,0.00214024,0.0005755085,0.002062505,0.005122185,0.000453613,0.0001400468],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.51129,0.00002674925,0.003182391,0.0002091964,0.00009894003,0.4851302,0.00003857177,0.00001303021,0.00001096564],"genre_scores_gemma":[0.2881822,0.000004323495,0.002787186,0.0001532791,0.000101599,0.7086898,0.0000623827,0.00001116831,0.00000806843],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.2235596,"threshold_uncertainty_score":0.995972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06967630480187911,"score_gpt":0.5232323331246004,"score_spread":0.4535560283227212,"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."}}