{"id":"W4399134330","doi":"10.2196/58630","title":"Population Size Estimation of Men Who Have Sex With Men in Low- and Middle-Income Countries: Google Trends Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Population; Estimation; Demography; Population size; Statistics; Geography; Computer science; Mathematics; World Wide Web; Economics; Sociology","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":[0.0074616,0.0004905643,0.0006181019,0.01192168,0.0002560999,0.001194561,0.0009600258,0.000425718,0.001773208],"category_scores_gemma":[0.03819162,0.0003097709,0.001897045,0.01241171,0.0003740298,0.001696358,0.001205037,0.0005940715,0.0005887502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055107,"about_ca_system_score_gemma":0.001185655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03879405,"about_ca_topic_score_gemma":0.02154585,"domain_scores_codex":[0.9964343,0.001520909,0.000424004,0.0004941571,0.0009683711,0.0001582421],"domain_scores_gemma":[0.982796,0.009030355,0.004049234,0.001391883,0.002503152,0.0002293321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002008522,0.00004834863,0.9125777,0.0007178502,0.0009042405,0.0001240492,0.0008299428,0.01554545,0.0001909055,0.00415101,0.01062765,0.05408197],"study_design_scores_gemma":[0.00006294476,0.0002117111,0.8396844,0.0004428723,0.0004733769,0.0004720745,0.002308767,0.1285533,0.0009660559,0.005725166,0.02100747,0.0000918295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8304166,0.003474078,0.05379,0.002095111,0.0001603612,0.001394813,0.09514542,0.0008858256,0.01263787],"genre_scores_gemma":[0.9379827,0.0009657847,0.02403901,0.0001246714,0.00008244168,0.0009241193,0.0351086,0.00007620946,0.0006965862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03879405,"threshold_uncertainty_score":0.07713646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964319234789149,"score_gpt":0.3477024841195281,"score_spread":0.3280592917716367,"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."}}