{"id":"W4384625722","doi":"10.1002/pds.5666","title":"External validity in distributed data networks","year":2023,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Mental Health Research Topics","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"External validity; Generalizability theory; Internal validity; Population; Observational study; Pharmacoepidemiology; Data collection; Computer science; Data science; Medicine; Psychology; Statistics; Social psychology; Environmental health; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6673625,0.001882879,0.00473469,0.01222196,0.006514727,0.01725033,0.007476206,0.006824414,0.007237254],"category_scores_gemma":[0.861457,0.002037709,0.004971738,0.0158095,0.04356391,0.02617231,0.02603251,0.00970475,0.0009530617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01923345,"about_ca_system_score_gemma":0.02647079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006901004,"about_ca_topic_score_gemma":0.003275066,"domain_scores_codex":[0.1476091,0.7178743,0.04876948,0.02940579,0.05304818,0.003293118],"domain_scores_gemma":[0.03038104,0.842578,0.04862679,0.05086441,0.0264061,0.001143689],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001015818,0.0001722381,0.1224126,0.009330711,0.003736661,0.00113468,0.02299132,0.01184694,0.0002907966,0.5793839,0.01596856,0.2317159],"study_design_scores_gemma":[0.0004589761,0.0002904683,0.01618225,0.01717169,0.000949226,0.0009882752,0.007473465,0.02165933,0.001012678,0.8713377,0.06222966,0.0002463078],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05155047,0.0190445,0.7452545,0.1012513,0.00377056,0.009964691,0.002221786,0.001069305,0.065873],"genre_scores_gemma":[0.7135392,0.005438157,0.2214433,0.02894974,0.003299349,0.02213865,0.001946567,0.0005596567,0.002685264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3326375,"threshold_uncertainty_score":0.4102013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3014337613499803,"score_gpt":0.5207735005534929,"score_spread":0.2193397392035126,"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."}}