{"id":"W7051782581","doi":"","title":"Optimal Allocation of Treatment & Retention Resources for the Vancouver HIV Continuum of Care","year":2017,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Continuum of care; Excellence; Resource allocation; Antiretroviral therapy; Health care; Men who have sex with men; Work (physics); Resource (disambiguation); Epidemiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003516399,0.0001935434,0.0002832148,0.000145346,0.0002596571,0.00002811064,0.0002726017,0.000114129,0.0003238801],"category_scores_gemma":[0.00001745467,0.0001648874,0.0003190962,0.00008157118,0.00005435065,0.000144264,0.00001639879,0.0000960641,0.00001167272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009981827,"about_ca_system_score_gemma":0.000120063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001702428,"about_ca_topic_score_gemma":0.1345398,"domain_scores_codex":[0.9992995,0.00002656934,0.0002041574,0.0002268542,0.0001105861,0.0001323068],"domain_scores_gemma":[0.9982331,0.000221901,0.0006253154,0.0004072842,0.0004750264,0.00003739583],"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":[0.005935157,0.001896865,0.4450397,0.001663847,0.004744368,0.0000102764,0.004032379,0.01511692,0.0003251839,0.007589782,0.4697295,0.04391596],"study_design_scores_gemma":[0.001543854,0.000257676,0.001335444,0.0002966347,0.001198748,7.037097e-10,0.07986476,0.0001410517,0.01233925,0.00007738147,0.9026905,0.0002547366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437593,0.0000706013,0.00184976,0.00003126556,0.001485187,0.001000239,0.001745299,0.00002661236,0.05003174],"genre_scores_gemma":[0.8802393,0.00004151801,0.000252993,0.000001202726,0.0001489553,0.00001023199,0.002579145,0.00002133059,0.1167053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4437043,"threshold_uncertainty_score":0.8812526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186672304955437,"score_gpt":0.237832794860354,"score_spread":0.2259660718107996,"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."}}