{"id":"W4402404754","doi":"10.1097/ee9.0000000000000339","title":"The Multi-Country Multi-City Collaborative Research Network: An international research consortium investigating environment, climate, and health","year":2024,"lang":"en","type":"article","venue":"Environmental Epidemiology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Nicosia; Technological University Dublin; National Taiwan University; Hokkaido University; Universidad de la República Uruguay; Ludwig-Maximilians-Universität München; National and Kapodistrian University of Athens; Umeå Universitet; Helmholtz Zentrum München; Emory University; University of Bern; Westfälische Wilhelms-Universität Münster; Göteborgs Universitet; University of Pretoria; University of Tokyo; Università degli Studi di Firenze; Fudan University; Oulun Yliopisto; Yale University; Universitat de València; Seoul National University; Monash University; University of Ottawa; Imperial College London; Universidad de Buenos Aires; Tartu Ülikool; Universidade de São Paulo; Chinese Center for Disease Control and Prevention; Akademie Věd České Republiky; Trường Đại học Duy Tân; Norwegian Institute of Public Health; Harvard University; Pusan National University; National Health Research Institutes; Hebrew University of Jerusalem","keywords":"Research center; Data sharing; Climate change; Collaborative network; Environmental resource management; Environmental planning; Environmental research; Scale (ratio); Business; Geography; Political science; Computer science; Knowledge management; Environmental science; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.02697312,0.0002869368,0.0004040771,0.00009880216,0.002843554,0.000128025,0.0005568443,0.0002415177,0.001120226],"category_scores_gemma":[0.0008116616,0.000221484,0.00004589256,0.0003455667,0.004136597,0.000513108,0.001591966,0.001502246,0.0008415062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001484968,"about_ca_system_score_gemma":0.00005888327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001093037,"about_ca_topic_score_gemma":0.00115536,"domain_scores_codex":[0.9915292,0.003599478,0.0008481595,0.001110776,0.0006251564,0.002287215],"domain_scores_gemma":[0.9951493,0.003368036,0.0001766959,0.0005423027,0.000007172803,0.0007564991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000668791,0.000309057,0.938592,0.00005370509,0.00004570852,0.00003478343,0.003374927,0.001177138,0.001241239,0.002691106,0.02463929,0.02777418],"study_design_scores_gemma":[0.0006217848,0.000577641,0.7568329,0.0001139688,0.000007370947,0.00005990059,0.003496764,0.03935215,0.00004212066,0.002781243,0.1957844,0.0003298243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391043,0.01703309,0.0003735992,0.03669761,0.001348874,0.002553033,0.0005437185,0.0001788024,0.00216693],"genre_scores_gemma":[0.9244374,0.05963794,0.009373324,0.004214459,0.0007385525,0.0003133637,0.0003733046,0.00009724811,0.0008144226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1817591,"threshold_uncertainty_score":0.9999365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4377251742772049,"score_gpt":0.5187913093524478,"score_spread":0.08106613507524285,"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."}}