{"id":"W4404282986","doi":"10.12688/f1000research.157226.1","title":"Understanding the future of dengue in Malaysia: Assessing knowledge, attitude, and homeowner practices in mitigating climate-driven risks","year":2024,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Taylor’s University","keywords":"Open peer review; Plant biology; Dengue fever; Open data; Medicine; Environmental planning; Neuroscience; Virology; Geography; Biology; Computer science","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002175372,0.0002907317,0.0006564037,0.0006070716,0.0001094127,0.0003281875,0.0003555281,0.0003641932,0.00009652346],"category_scores_gemma":[0.000574993,0.0002002262,0.0001527723,0.0006082063,0.0002345415,0.0001152061,0.001715971,0.002921154,0.00001230665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004002493,"about_ca_system_score_gemma":0.0008065919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004417817,"about_ca_topic_score_gemma":0.001372717,"domain_scores_codex":[0.996891,0.0005390062,0.0005969935,0.0006955907,0.0006662528,0.0006111769],"domain_scores_gemma":[0.9978319,0.0009535032,0.0003130496,0.0005693023,0.0001648515,0.0001673763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003781114,0.0005364292,0.9544241,0.01457067,0.0003965024,0.0009066634,0.0037294,0.0008547815,0.001635391,0.006107679,0.0008116218,0.01564861],"study_design_scores_gemma":[0.003363706,0.0001825329,0.78567,0.01476828,0.0006345008,0.000058996,0.03935052,0.1474917,0.0001276709,0.006892981,0.0008698228,0.0005893389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9441757,0.04382106,0.00003790141,0.004517716,0.0003477817,0.001432275,0.00005617978,0.00004034242,0.005571014],"genre_scores_gemma":[0.9949241,0.003740985,0.0002153551,0.00004125188,0.0006625391,0.0001864731,0.00004199493,0.00006573529,0.0001215145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1687542,"threshold_uncertainty_score":0.9993792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1929473923126865,"score_gpt":0.4597153703432996,"score_spread":0.2667679780306131,"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."}}