{"id":"W6902155166","doi":"10.6084/m9.figshare.14451072.v1","title":"Additional file 1 of Guidelines are needed for studies of pre-treatment HIV drug resistance: a methodological study","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ontario HIV Treatment Network; Population Health Research Institute; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Human immunodeficiency virus (HIV); Drug; MEDLINE; Public health; Data collection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01042193,0.001462136,0.004637633,0.01363603,0.001354222,0.002979534,0.002604011,0.002518949,0.8539878],"category_scores_gemma":[0.1421015,0.001449673,0.00282922,0.02039387,0.0007869776,0.004420457,0.002019936,0.00136916,0.1076812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003375438,"about_ca_system_score_gemma":0.006364318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005849503,"about_ca_topic_score_gemma":0.01462055,"domain_scores_codex":[0.9944124,0.001675704,0.002453632,0.0005671328,0.0005828021,0.0003085027],"domain_scores_gemma":[0.7958702,0.1792005,0.009490634,0.003303303,0.01078503,0.001350327],"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":[0.00121537,0.0001582664,0.001375225,0.2205726,0.0003467653,0.0001443151,0.00036969,0.0003846361,0.0002030029,0.003483727,0.7452556,0.02649077],"study_design_scores_gemma":[0.01266725,0.0004919025,0.0123834,0.123223,0.001913833,0.0005907851,0.001207296,0.001139922,0.0007574394,0.01686165,0.828479,0.0002845747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.000381679,0.0007868437,0.001057501,0.000767078,0.0001430508,0.008569722,0.9838226,0.0004062134,0.004065266],"genre_scores_gemma":[0.01577226,0.005500481,0.03557448,0.005141628,0.0007012882,0.2859232,0.6059018,0.002197491,0.04328734],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8539878,"threshold_uncertainty_score":0.2082688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2835009411778481,"score_gpt":0.4264556001880154,"score_spread":0.1429546590101672,"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."}}