{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.02846077,0.0005251324,0.0004182561,0.001233454,0.00430781,0.006404932,0.003294488,0.01480972,0.02241456],"category_scores_gemma":[0.09631662,0.0007454594,0.0008781562,0.0005962614,0.003022609,0.01881412,0.007465762,0.009601967,0.006070867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002755415,"about_ca_system_score_gemma":0.01399562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009615267,"about_ca_topic_score_gemma":0.01534254,"domain_scores_codex":[0.9803759,0.009876038,0.0007432924,0.0009709757,0.006869963,0.001163773],"domain_scores_gemma":[0.8679517,0.08539632,0.003836449,0.01450769,0.0192074,0.009100433],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001978276,0.0006453546,0.003796807,0.0001191622,0.00004846791,0.001486799,0.001329084,0.00390644,0.001811381,0.08343008,0.7637533,0.1394753],"study_design_scores_gemma":[0.0002463631,0.0003111137,0.001885882,0.000282666,0.00003693876,0.0009911412,0.002408456,0.05205745,0.002748681,0.1010666,0.8378006,0.0001640944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0139693,0.0004060773,0.1530274,0.7215743,0.006104955,0.0008764597,0.0004039628,0.003693023,0.09994456],"genre_scores_gemma":[0.3575503,0.00137129,0.2693027,0.2205693,0.007217591,0.001947415,0.001053037,0.002527941,0.1384604],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9967055,"threshold_uncertainty_score":0.1505167,"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."}}