{"id":"W2994984937","doi":"10.1177/0272989x19889356","title":"Development and Calibration of a Dynamic HIV Transmission Model for 6 US Cities","year":2019,"lang":"en","type":"article","venue":"Medical Decision Making","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver; Simon Fraser University","funders":"National Institute on Drug Abuse","keywords":"Atlanta; Replicate; Calibration; Robustness (evolution); Computer science; Face validity; Statistics; Medicine; Mathematics","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":[0.003992908,0.0008481875,0.0007245223,0.001085507,0.0006330594,0.001518483,0.002310008,0.001628764,0.003106235],"category_scores_gemma":[0.009312687,0.0007399343,0.001776149,0.001098148,0.00067366,0.00106503,0.001490193,0.001811711,0.000324928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004016261,"about_ca_system_score_gemma":0.004311336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08269781,"about_ca_topic_score_gemma":0.04087542,"domain_scores_codex":[0.9988794,0.0005685046,0.00007282937,0.0002398409,0.000122632,0.0001167653],"domain_scores_gemma":[0.997012,0.001663235,0.0003128843,0.0001491793,0.0007621811,0.0001004199],"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":[0.00001687696,0.0000140555,0.002782926,0.00002086982,0.00002287766,0.0000353828,0.00003225523,0.9921952,0.00008161114,0.002600957,0.0003585682,0.001838302],"study_design_scores_gemma":[0.0000249265,0.00001979948,0.0009147046,0.00002074609,0.00002684306,0.00001485882,0.00003859849,0.994962,0.000130345,0.002813138,0.001017611,0.00001652451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5354952,0.0006850132,0.4321271,0.003132519,0.0001481379,0.000711769,0.008107224,0.0007376419,0.01885538],"genre_scores_gemma":[0.9044479,0.0003592952,0.08903411,0.0002412999,0.00002052779,0.0006170968,0.00292051,0.00008305316,0.002276374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08269781,"threshold_uncertainty_score":0.1644329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0321536824359686,"score_gpt":0.3666673603476511,"score_spread":0.3345136779116825,"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."}}