{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002125066,0.001238184,0.00108241,0.0008299497,0.0006157101,0.001069532,0.0009272507,0.001558849,0.003580234],"category_scores_gemma":[0.004386568,0.0004290968,0.001361833,0.0004263346,0.000594195,0.0005528537,0.001154688,0.001489891,0.000330319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203737,"about_ca_system_score_gemma":0.001897717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02217685,"about_ca_topic_score_gemma":0.007565954,"domain_scores_codex":[0.9995285,0.0001885107,0.00002554288,0.0000799631,0.0000890387,0.00008854621],"domain_scores_gemma":[0.995892,0.003043426,0.0003022881,0.00009219853,0.0006079205,0.00006212253],"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":[0.00002582486,0.00003622705,0.0003885607,0.0000772202,0.00001482756,0.00002631247,0.00001703022,0.9940494,0.0003532721,0.001066634,0.0001456869,0.003799016],"study_design_scores_gemma":[0.000004183032,0.00001976414,0.00007588169,0.000006280296,0.000005941847,0.000003171939,0.000005058897,0.99932,0.0001611504,0.0002429451,0.0001530032,0.00000255717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.103,0.001691577,0.8790461,0.0006560137,0.0001184185,0.0003099197,0.0003879428,0.0005712105,0.01421879],"genre_scores_gemma":[0.9009484,0.0007405872,0.0923173,0.00009261936,0.00003784561,0.0007766741,0.0004653063,0.00008850326,0.004532845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02217685,"threshold_uncertainty_score":0.04409558,"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."}}