{"id":"W4409576411","doi":"10.2196/66982","title":"Health Education Campaign to Improve Malaria Knowledge, Prevention, and Treatment Behaviors in Rural East Nusa Tenggara Province, Indonesia: Protocol for a Cluster-Assigned Quasi-Experimental Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Malaria; Cluster (spacecraft); Protocol (science); Environmental health; Geography; Medicine; Computer science; Alternative medicine","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":[0.01741178,0.003872619,0.005564292,0.002526067,0.004626876,0.00148821,0.003807407,0.003783881,0.04027376],"category_scores_gemma":[0.008071988,0.003232292,0.002223612,0.00164663,0.002894692,0.001660177,0.002226606,0.004820426,0.006723843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003300546,"about_ca_system_score_gemma":0.01511468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005076984,"about_ca_topic_score_gemma":0.007311467,"domain_scores_codex":[0.9901783,0.004698363,0.0009080638,0.001318664,0.001082145,0.001814347],"domain_scores_gemma":[0.9935107,0.001308824,0.0008679086,0.0009706137,0.001542525,0.001799528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.2977307,0.5100743,0.005956461,0.01288509,0.0005378532,0.0005516251,0.004534127,0.00494657,0.01267238,0.002753939,0.01248177,0.1348752],"study_design_scores_gemma":[0.4679196,0.4099799,0.04105673,0.002727266,0.0007788616,0.0001449184,0.003056845,0.004456744,0.006677595,0.002966074,0.05982901,0.0004065673],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01216327,0.00005359882,0.001176107,0.00006762299,0.00007032335,0.9854414,0.0004327153,0.00005160711,0.0005433394],"genre_scores_gemma":[0.005173755,0.00005998118,0.003220324,0.00008014024,0.00002056304,0.9908675,0.00008948599,0.000002762402,0.0004854364],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04027376,"threshold_uncertainty_score":0.1347291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08313158039764379,"score_gpt":0.5420039757669459,"score_spread":0.4588723953693021,"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."}}