{"id":"W2608267527","doi":"10.1136/bmj.j2026","title":"Mark Arnold Wainberg","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001313676,0.0006074628,0.0004690431,0.001389284,0.004654728,0.003935876,0.001320163,0.002754235,0.1855126],"category_scores_gemma":[0.007317428,0.0004143461,0.0002648364,0.0007329576,0.001107034,0.001799838,0.001945912,0.004181874,0.06504938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008615295,"about_ca_system_score_gemma":0.02311671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3181232,"about_ca_topic_score_gemma":0.49873,"domain_scores_codex":[0.998357,0.0001413958,0.00003778329,0.0002704862,0.0008419821,0.0003513047],"domain_scores_gemma":[0.9937354,0.0002760109,0.0001456876,0.0001531662,0.002656239,0.003033503],"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":[0.000004862448,0.000003568568,0.00006590167,0.00001352921,5.710008e-7,0.00002954898,0.00004386574,0.000004378225,0.00002697713,0.0009458172,0.9880314,0.01082962],"study_design_scores_gemma":[0.000002404368,0.000003067682,0.0002102809,0.00004724248,0.00000121992,0.00010145,0.0001197062,0.000007334437,0.00003359809,0.00016891,0.9992998,0.000005015034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001402782,0.06008087,0.000906118,0.4185547,0.09883805,0.0001915734,0.001192371,0.0006877715,0.4181457],"genre_scores_gemma":[0.007236063,0.01767411,0.000562316,0.03469603,0.004291815,0.00005533618,0.0002336447,0.0001811533,0.9350696],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3181232,"threshold_uncertainty_score":0.6325431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05435007265389281,"score_gpt":0.4140550642776313,"score_spread":0.3597049916237385,"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."}}