{"id":"W4229715793","doi":"10.3410/f.10094.467578","title":"Faculty Opinions recommendation of Viability and effectiveness of large-scale HIV treatment initiatives in sub-Saharan Africa: experience from western Kenya.","year":2006,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Scale (ratio); Human immunodeficiency virus (HIV); Geography; Economic growth; Socioeconomics; Medicine; Family medicine; Sociology; Cartography; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001493441,0.0004050549,0.001373549,0.0004420639,0.0001024017,0.00006140998,0.0006279399,0.0004649529,0.0001203383],"category_scores_gemma":[0.002738043,0.0002880804,0.0003718356,0.00118596,0.0003758517,0.0003918138,0.0002204592,0.0003783835,0.00001450164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001640231,"about_ca_system_score_gemma":0.0001441635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002817564,"about_ca_topic_score_gemma":0.00004415358,"domain_scores_codex":[0.9965595,0.0005521221,0.00171807,0.0006403193,0.0002487215,0.0002812461],"domain_scores_gemma":[0.9962615,0.0004970971,0.001486654,0.0008796421,0.0007295835,0.0001454823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006190474,0.001033811,0.002886952,0.003361537,0.0001001687,2.192863e-7,0.0009148204,2.432411e-7,0.000004593253,0.00008827304,0.9912452,0.000302313],"study_design_scores_gemma":[0.0009407031,0.0001462773,0.144092,0.004002963,0.00003606077,0.000002163499,0.00004469863,0.000009821357,0.00006257461,0.00007801546,0.8503619,0.0002228231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005799758,0.00523246,0.00006969072,0.01002879,0.0002713833,0.001221346,0.9825206,0.00001185862,0.00006391747],"genre_scores_gemma":[0.001481317,0.00126043,0.0001945001,0.0001264708,0.00006456211,0.0002382228,0.9964512,0.00001637427,0.0001669126],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1412051,"threshold_uncertainty_score":0.9999571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03476370130783265,"score_gpt":0.3287794571674267,"score_spread":0.2940157558595941,"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."}}