{"id":"W2753902186","doi":"10.1093/ofid/ofx163.1075","title":"Can an HIVSmart! App-optimized Self-Testing Strategy be Operationalized in Canada?","year":2017,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Operationalization; Medicine; Test (biology); Men who have sex with men; Human immunodeficiency virus (HIV); Family medicine; Gerontology; Clinical psychology; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001785712,0.0001797296,0.000363952,0.0001081649,0.0008012468,0.0006372638,0.0004511042,0.00004217103,0.001232274],"category_scores_gemma":[0.000983914,0.0001643199,0.00008971525,0.0001217003,0.00006561544,0.0006796484,0.0002537532,0.0001908191,0.00001566095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005769998,"about_ca_system_score_gemma":0.004338671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9034107,"about_ca_topic_score_gemma":0.9625288,"domain_scores_codex":[0.9983785,0.0001234895,0.0003286182,0.0003472001,0.000328281,0.0004939581],"domain_scores_gemma":[0.9983782,0.00007915205,0.000124324,0.0006213228,0.0002322028,0.0005647921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002503543,0.0009801029,0.9506201,0.00007390346,0.0001660246,0.0002567295,0.00005301488,0.0002380482,0.000154937,0.001706177,0.0334778,0.01202287],"study_design_scores_gemma":[0.01818863,0.003547855,0.9215325,0.0005399298,0.0002328901,0.0001671648,0.001089547,0.04381209,0.000226491,0.001929649,0.007986878,0.0007463591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8296472,0.0001061418,0.00004319347,0.004745426,0.0001016201,0.001928136,0.0004441435,0.000113069,0.162871],"genre_scores_gemma":[0.9940094,0.00002042426,0.000280794,0.000525777,0.00005976333,0.0003005714,0.0003032995,0.0000296873,0.004470328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1643621,"threshold_uncertainty_score":0.9996808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03824255513684031,"score_gpt":0.3496279941894393,"score_spread":0.311385439052599,"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."}}