{"id":"W4206079608","doi":"10.1371/journal.pone.0262094","title":"Mapping and size estimation of men who have sex with men in virtual platforms in Delhi, India","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Men who have sex with men; Psychological intervention; Demography; Human immunodeficiency virus (HIV); Medicine; Computer science; Family medicine; Sociology; Psychiatry","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":[0.0007932686,0.0003834689,0.0002358649,0.004438971,0.0004710228,0.000901211,0.001640093,0.0003951154,0.002169713],"category_scores_gemma":[0.004601202,0.0003500728,0.0005271917,0.002097238,0.0005720783,0.00069153,0.001878641,0.0003254116,0.0004676014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007860872,"about_ca_system_score_gemma":0.0007305006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03483383,"about_ca_topic_score_gemma":0.02440065,"domain_scores_codex":[0.9990552,0.0002953307,0.0001053742,0.0001626206,0.0002381067,0.0001433205],"domain_scores_gemma":[0.9971622,0.001014569,0.0009814098,0.0002119695,0.0004099905,0.0002199273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008282413,0.00007386327,0.9743893,0.0001976893,0.00004940564,0.0004231161,0.005447843,0.001071226,0.0007566239,0.0003094444,0.001007595,0.01619118],"study_design_scores_gemma":[0.000005754302,0.0001574048,0.9761176,0.00007090029,0.00004096724,0.00074418,0.01610824,0.004145143,0.0005106901,0.0002076599,0.001867492,0.00002396796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940093,0.0001210357,0.00108854,0.0001225491,0.000008089976,0.0001952444,0.002311092,0.00003428246,0.002109875],"genre_scores_gemma":[0.9956996,0.0001755537,0.001958609,0.00002451554,0.000008071695,0.0002162634,0.001376888,0.000005411829,0.0005351279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03483383,"threshold_uncertainty_score":0.06926215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0292500463481131,"score_gpt":0.2760937418705102,"score_spread":0.2468436955223971,"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."}}