{"id":"W4213423896","doi":"10.3390/jpm12030334","title":"Patient and Physician Preferences for Regimen Attributes for the Treatment of HIV in the United States and Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; GlaxoSmithKline (Canada)","funders":"","keywords":"Human immunodeficiency virus (HIV); Regimen; Family medicine; Medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004583171,0.00006912548,0.0002664671,0.0001069386,0.0001256492,0.000004407985,0.00006358316,0.000008829368,0.00005310601],"category_scores_gemma":[0.0001869171,0.00003000034,0.00006296339,0.0001254822,0.0001320691,0.00002038162,0.000009254119,0.00009332433,1.030045e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051238,"about_ca_system_score_gemma":0.0001990962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03552485,"about_ca_topic_score_gemma":0.01562626,"domain_scores_codex":[0.9990897,0.00009123722,0.0002779898,0.00006375682,0.0003516986,0.0001256132],"domain_scores_gemma":[0.998567,0.0009445266,0.0001785946,0.0000669584,0.0001759217,0.00006700032],"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":[0.009518142,0.001855445,0.01963418,0.0007141019,0.001865061,0.00008663985,0.07594526,0.00007414805,0.002584361,0.0009361436,0.7889739,0.09781265],"study_design_scores_gemma":[0.01373458,0.04743689,0.006435795,0.0004178253,0.0005055502,0.000121518,0.1383384,0.003422688,0.0002914874,0.0005002625,0.7887248,0.00007018992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423856,0.009396506,0.0001496272,0.04699324,0.00003763281,0.0007813741,0.0002049099,9.764819e-7,0.00005017897],"genre_scores_gemma":[0.9909013,0.005598954,0.0001733651,0.00115678,0.0002141158,0.0001909332,0.0001365644,0.00001043074,0.001617563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09774245,"threshold_uncertainty_score":0.9708977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04690613242178709,"score_gpt":0.3339894121346212,"score_spread":0.2870832797128341,"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."}}