{"id":"W4288748903","doi":"10.1007/s40273-022-01179-x","title":"Developing an Online Infrastructure to Enhance Model Accessibility and Validation: The Peer Models Network","year":2022,"lang":"en","type":"letter","venue":"PharmacoEconomics","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; Centre for Advancing Health Outcomes; University of British Columbia; St. Paul's Hospital; University of British Columbia Hospital","funders":"","keywords":"Quality of Life Research; Health economics; Health administration; Public health; Health informatics; Peer review; Computer science; Business; Process management; Medicine; Nursing; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008084573,0.0003595393,0.0004392096,0.0001605912,0.0005110037,0.000411862,0.0008798872,0.0003358403,0.0002333995],"category_scores_gemma":[0.00002876731,0.0003137171,0.00006190741,0.0002045337,0.00004676947,0.001042282,0.0008939104,0.001565494,0.00002008847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002564118,"about_ca_system_score_gemma":0.0001865355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005875697,"about_ca_topic_score_gemma":0.0001584966,"domain_scores_codex":[0.9979198,0.00004318923,0.0005936121,0.0007394549,0.0001977859,0.0005061546],"domain_scores_gemma":[0.9987467,0.00005290565,0.0004412604,0.0005506204,0.0001865188,0.0000220017],"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":[0.00002287927,0.000009469912,0.0002623594,0.0003945254,0.00005544415,0.000009428832,0.00009753776,0.094071,0.000003684306,0.005132134,0.8745657,0.02537586],"study_design_scores_gemma":[0.00008655861,0.000003761757,0.0000468009,0.00001395694,0.00003193638,0.000003547335,0.00003381794,0.2079486,0.000003702132,0.03282875,0.7586801,0.0003184002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1734902,0.0001481841,0.007768171,0.8146628,0.00170233,0.00100013,0.0001539795,0.0002286173,0.0008456546],"genre_scores_gemma":[0.06024961,0.00006579083,0.002764462,0.9214339,0.01377896,0.0001801265,0.001050169,0.00009744559,0.0003795176],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1158855,"threshold_uncertainty_score":0.9999315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07771509447881658,"score_gpt":0.3506632901679143,"score_spread":0.2729481956890977,"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."}}