{"id":"W7128248561","doi":"10.21203/rs.3.rs-7236184/v1","title":"Malaria and Malarial Vaccine; Knowledge, Attitude, and Practices Among General Population in Pakistan","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lachine Hospital","funders":"","keywords":"Malaria; Logistic regression; Public health; Population; Tropical medicine; Multivariate analysis","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":[0.0003818761,0.0001485158,0.0002802454,0.0005793452,0.0009860665,0.0006588086,0.0002058517,0.0005229466,0.002801207],"category_scores_gemma":[0.001742038,0.000294034,0.0002825516,0.0009392872,0.0005123793,0.0007108587,0.0003407589,0.0008022911,0.0004418877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005640255,"about_ca_system_score_gemma":0.0008697548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04465586,"about_ca_topic_score_gemma":0.03551313,"domain_scores_codex":[0.9997261,0.00005119348,0.00003446214,0.0000392215,0.00006641629,0.00008257455],"domain_scores_gemma":[0.9990715,0.0001930138,0.0003261188,0.00002417121,0.0001043818,0.000280842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004008157,0.0001420139,0.9949639,0.0000309948,0.00001574446,0.0001609232,0.001767984,0.00002802463,0.0001634763,0.00003871709,0.0002142095,0.002433924],"study_design_scores_gemma":[0.000006494324,0.0002688291,0.9939825,0.0000247409,0.00001351146,0.0002978745,0.004863932,0.00008014111,0.00002953441,0.00003780309,0.0003870551,0.000007443912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998207,0.0001666618,0.00001157861,0.0002422874,0.000006867556,0.000007347253,0.0002136458,0.000001138555,0.001143488],"genre_scores_gemma":[0.9990903,0.0002583435,0.00002717056,0.00009598229,0.00001020555,0.000005610396,0.0000713803,4.774565e-7,0.0004405427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04465586,"threshold_uncertainty_score":0.08879185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772808197074981,"score_gpt":0.4667465410829257,"score_spread":0.4190184591121759,"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."}}