{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001481775,0.0004322187,0.0002429647,0.0008183905,0.0003679144,0.0009477338,0.0003807908,0.0004927196,0.001679405],"category_scores_gemma":[0.003018492,0.0002921985,0.0005320059,0.0005439304,0.0004027573,0.001056822,0.0008578909,0.0005854501,0.0002355301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005857074,"about_ca_system_score_gemma":0.001001526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01114061,"about_ca_topic_score_gemma":0.01428662,"domain_scores_codex":[0.9995093,0.0001821642,0.00007512067,0.00004616263,0.00008991023,0.00009734157],"domain_scores_gemma":[0.998324,0.0003102895,0.0007955101,0.00003938119,0.0001757827,0.0003550873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002017612,0.00009955859,0.99512,0.00005817977,0.00002667571,0.0000429613,0.001027898,0.00007998544,0.00008768704,0.0000203064,0.00006373639,0.003352804],"study_design_scores_gemma":[0.000002111307,0.0002588842,0.9929333,0.0001278407,0.00002663075,0.0002010915,0.005469443,0.0005030311,0.0001053697,0.00005452439,0.0003086002,0.00000920107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987524,0.0003102169,0.00007019717,0.0001302117,0.000003176532,0.00001970627,0.0001462549,0.00000155678,0.0005662462],"genre_scores_gemma":[0.9990479,0.0004099392,0.0002231658,0.0000261171,0.000002865082,0.00001274599,0.00009316377,4.094281e-7,0.000183605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01114061,"threshold_uncertainty_score":0.02215153,"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."}}