{"id":"W4412170668","doi":"10.1371/journal.pntd.0013295","title":"Healthcare workers’ priorities of WHO snakebite strategic objectives for the control and prevention of snakebite envenoming in Ghana: A machine learning statistical design of experiment modeling","year":2025,"lang":"en","type":"article","venue":"PLoS neglected tropical diseases","topic":"Venomous Animal Envenomation and Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Akaike information criterion; Psychological intervention; Health care; Lasso (programming language); Environmental health; Medicine; Operations management; Computer science; Engineering; Machine learning; Economics; Economic growth; Nursing","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":[0.03619001,0.0007231895,0.0007825355,0.000487932,0.0007545063,0.001264886,0.001365241,0.001460209,0.002364598],"category_scores_gemma":[0.05073464,0.0004510554,0.001330285,0.0004736351,0.002036395,0.0009185335,0.001324272,0.001883518,0.0001627754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002775617,"about_ca_system_score_gemma":0.004481142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007706711,"about_ca_topic_score_gemma":0.004469188,"domain_scores_codex":[0.9714211,0.02484756,0.0006912501,0.001517562,0.000551181,0.0009713009],"domain_scores_gemma":[0.9407787,0.04934221,0.006158272,0.001254405,0.001748879,0.0007175077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01337248,0.006604315,0.701461,0.001305586,0.001556327,0.0009521829,0.00962664,0.1622524,0.002408199,0.0325878,0.004169258,0.06370386],"study_design_scores_gemma":[0.002270342,0.01379663,0.2451567,0.0006242705,0.001086969,0.0001861742,0.009007014,0.6932951,0.00295167,0.02478173,0.006630854,0.000212606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623572,0.0003095065,0.03208011,0.001150145,0.0001041963,0.002390807,0.0006631637,0.00003866623,0.0009063103],"genre_scores_gemma":[0.9758841,0.0001093951,0.01917398,0.0002516433,0.0000223487,0.00370277,0.0002757064,0.000006128146,0.0005739285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03619001,"threshold_uncertainty_score":0.1913934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02658769685676328,"score_gpt":0.2833864869039381,"score_spread":0.2567987900471749,"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."}}