{"id":"W4404713026","doi":"10.21203/rs.3.rs-5277338/v1","title":"Leprosy epidemiology: insights from the Prata Village","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Leprosy Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Leprosy; Epidemiology; Biology; Medicine; Geography; Dermatology; Internal medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003531755,0.0004826741,0.0009619126,0.0003905509,0.0004277822,0.0002242363,0.0008567689,0.0007541449,0.0006284541],"category_scores_gemma":[0.006226171,0.0002538043,0.0005031422,0.0006514826,0.0007298865,0.00004358588,0.005522452,0.007045772,0.004383116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008290966,"about_ca_system_score_gemma":0.002471824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00411962,"about_ca_topic_score_gemma":0.000499594,"domain_scores_codex":[0.9922746,0.002190331,0.000617511,0.001692312,0.00188299,0.001342197],"domain_scores_gemma":[0.9904752,0.004867098,0.00008891038,0.003095037,0.0007397069,0.0007340264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003490482,0.003041349,0.17261,0.01200931,0.008036362,0.01621922,0.009268104,0.00005010401,0.003355064,0.03715285,0.680069,0.05469813],"study_design_scores_gemma":[0.003631928,0.003057632,0.1843595,0.01167594,0.0005605192,0.0001150974,0.002199915,0.002453459,0.003884197,0.4875485,0.2995019,0.001011347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7322008,0.1383805,0.0000341825,0.08631102,0.0008849812,0.008797907,0.001459601,0.0004605034,0.03147047],"genre_scores_gemma":[0.9832652,0.003977167,0.0003809415,0.0004320708,0.002270453,0.001474092,0.001801405,0.0001175437,0.006281149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4503957,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1833231669604724,"score_gpt":0.4814661373364191,"score_spread":0.2981429703759466,"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."}}