{"id":"W4242965371","doi":"10.1211/pj.2019.20206185","title":"Tribute: Brenda Ecclestone","year":2019,"lang":"en","type":"article","venue":"Pharmaceutical journal/The pharmaceutical journal","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tribute; Medicine; Art; Art history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01205027,0.000817068,0.001303698,0.0003916252,0.004131772,0.0003183622,0.001818282,0.0008055419,0.01860856],"category_scores_gemma":[0.0005238757,0.0005184718,0.0008243967,0.0007450158,0.0004104154,0.0007264843,0.0005277817,0.01907087,0.008905391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088587,"about_ca_system_score_gemma":0.001717266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002539246,"about_ca_topic_score_gemma":0.00001813297,"domain_scores_codex":[0.9839139,0.006267567,0.003218082,0.0006962476,0.002392148,0.00351203],"domain_scores_gemma":[0.9899375,0.002899917,0.001157006,0.0007413226,0.001302233,0.003962008],"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":[0.004078543,0.001871001,0.06412937,0.002195792,0.002690353,0.003241207,0.01059164,0.000175488,0.01657695,0.01546344,0.5038175,0.3751687],"study_design_scores_gemma":[0.006886547,0.0002855314,0.002576656,0.0006237425,0.0003063216,0.007119291,0.004974156,0.001636702,0.0002573788,0.002375635,0.9722856,0.000672407],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4682548,0.03717193,0.005114068,0.4076794,0.04115589,0.00482068,0.0001257221,0.0006440019,0.03503348],"genre_scores_gemma":[0.9410745,0.01350737,0.000356403,0.02442315,0.0123635,0.0000587693,0.000006363273,0.0002114612,0.007998476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4728197,"threshold_uncertainty_score":0.9997267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1577453528029411,"score_gpt":0.5175924664860188,"score_spread":0.3598471136830776,"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."}}