{"id":"W3013481164","doi":"10.2196/18664","title":"Optimization of Precontrol Methods and Analysis of a Dynamic Model for Brucellosis: Model Development and Validation","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Brucella: diagnosis, epidemiology, treatment","field":"Veterinary","cited_by":7,"is_retracted":true,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brucellosis; Brucella; Brucella abortus; Infectious disease (medical specialty); Medicine; Environmental health; Immunology; Biology; Intensive care medicine; Disease; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008743075,0.0001594726,0.0006742112,0.0001682208,0.00003875205,0.000008941523,0.0001140743,0.0002181914,0.00002088076],"category_scores_gemma":[0.0005179245,0.0001361985,0.00009667211,0.0002199224,0.00009861354,0.0001572224,0.00009550338,0.00009458633,4.772998e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004820497,"about_ca_system_score_gemma":0.0001093969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003638908,"about_ca_topic_score_gemma":0.000003081849,"domain_scores_codex":[0.9981599,0.0000966939,0.001202955,0.000144121,0.000231059,0.0001652703],"domain_scores_gemma":[0.9984358,0.000587778,0.0005149965,0.0001518084,0.0001087828,0.0002008429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005000012,0.0003332957,0.001794438,0.001919904,0.002828483,9.017782e-7,0.03834793,0.8823229,0.0002975656,0.0006029307,0.0003149509,0.07073668],"study_design_scores_gemma":[0.0009826842,0.0001922973,0.0003577433,0.00004782616,0.0006991576,0.000002004032,0.0003592223,0.9968621,0.0002141168,0.0001540622,0.00001446441,0.0001143392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2433071,0.000106743,0.7555453,0.0003993901,0.00001012605,0.0005109825,0.0000512798,0.00002226441,0.00004685593],"genre_scores_gemma":[0.4151196,0.0001390904,0.5840671,0.00034978,0.000003502664,0.0001866666,0.0001219669,0.000008326115,0.000003916963],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1718125,"threshold_uncertainty_score":0.5554013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09727535538934368,"score_gpt":0.4148181419199001,"score_spread":0.3175427865305565,"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."}}