{"id":"W6932007686","doi":"10.5281/zenodo.7040104","title":"theXYZT/pulsarbat: pulsarbat 0.0.8","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Class (philosophy); Process (computing); Object (grammar); Workflow; Work (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.002474996,0.003560507,0.001437308,0.002935259,0.0008877381,0.003364537,0.003489705,0.002260898,0.2566593],"category_scores_gemma":[0.003984932,0.002484867,0.002390818,0.001748672,0.0007454999,0.004497045,0.004254466,0.003116337,0.2782316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001649936,"about_ca_system_score_gemma":0.001217198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004010101,"about_ca_topic_score_gemma":0.002859601,"domain_scores_codex":[0.9989043,0.00009645547,0.00008308418,0.0003039157,0.0004221166,0.0001900744],"domain_scores_gemma":[0.9976426,0.0004069847,0.0001751732,0.0008789717,0.000516226,0.0003799683],"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":[0.0007894642,0.0000951852,0.00235971,0.0005348618,0.00007540145,0.0001338428,0.0001038477,0.0007553683,0.003398604,0.003719468,0.9271621,0.06087211],"study_design_scores_gemma":[0.0003447633,0.00004684863,0.002380566,0.0001086736,0.00003879156,0.0002060915,0.00001888137,0.004693894,0.01332309,0.004603148,0.974099,0.0001360565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001362361,0.0002999643,0.04437043,0.0004800985,0.0008212531,0.0001463442,0.06205523,0.8677882,0.02267623],"genre_scores_gemma":[0.01843045,0.0005389001,0.0522193,0.001635548,0.0006856638,0.0004249538,0.1955694,0.6702109,0.06028491],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2566593,"threshold_uncertainty_score":0.8586108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372470354478574,"score_gpt":0.2914735776761027,"score_spread":0.257748874131317,"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."}}