{"id":"W3158853178","doi":"10.2196/24407","title":"Norms and Social Network–Centric Behavior Change Intervention (Nam Nalavazhvu) for Improved Toilet Usage in Peri-Urban Communities of Tamil Nadu: Protocol for a Cluster-Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"Toilet; Sanitation; Psychological intervention; Behavior change; Randomized controlled trial; Cluster randomised controlled trial; Improved sanitation; Tamil; Intervention (counseling); Open defecation; Environmental health; Medicine; Psychology; Nursing; Social psychology","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":[0.01925085,0.004168049,0.007032593,0.002418196,0.003070361,0.002850807,0.003207713,0.004619417,0.04465826],"category_scores_gemma":[0.01851269,0.002181924,0.003036318,0.002083937,0.002817162,0.002429905,0.00201126,0.005311822,0.004900843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004048512,"about_ca_system_score_gemma":0.01558621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003487359,"about_ca_topic_score_gemma":0.005768439,"domain_scores_codex":[0.9868911,0.007451675,0.001382017,0.001265825,0.001290042,0.001719391],"domain_scores_gemma":[0.991372,0.002451413,0.001887033,0.0009630057,0.001759833,0.001566726],"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":[0.8313861,0.0616806,0.001730526,0.02017954,0.00201809,0.0002633998,0.0008921192,0.00314494,0.002269487,0.003806856,0.01336956,0.05925877],"study_design_scores_gemma":[0.934296,0.04717024,0.002355199,0.001659019,0.0005280485,0.00003365939,0.0001968244,0.001523502,0.0007766972,0.001756504,0.009627326,0.00007696844],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004990393,0.0001254704,0.0008078383,0.0001339297,0.0001307955,0.9926457,0.0005481442,0.00007057732,0.0005471182],"genre_scores_gemma":[0.00437377,0.00007451193,0.00172596,0.00007770072,0.00001911128,0.9934238,0.00006347648,0.000003211922,0.0002384622],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04465826,"threshold_uncertainty_score":0.1493968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1848863005440771,"score_gpt":0.5101745965671094,"score_spread":0.3252882960230323,"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."}}