{"id":"W4404733343","doi":"10.1016/j.jclinepi.2024.111618","title":"Key challenges in epidemiology: embracing open science","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Epidemiology","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Key (lock); Epidemiology; MEDLINE; Medicine; Data science; Computer science; Political science; Pathology; Computer security","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":["metaresearch"],"category_scores_codex":[0.3741596,0.001427772,0.003701511,0.005090981,0.01009508,0.04083592,0.007521166,0.03966833,0.006514556],"category_scores_gemma":[0.4122489,0.001866265,0.003240268,0.004193322,0.09317651,0.08168307,0.03603471,0.0709135,0.002943822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01285359,"about_ca_system_score_gemma":0.06206208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00561839,"about_ca_topic_score_gemma":0.004508605,"domain_scores_codex":[0.7304288,0.1783091,0.01825877,0.01589414,0.04967386,0.007435455],"domain_scores_gemma":[0.2485022,0.641802,0.01409041,0.03924814,0.03881208,0.01754521],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008446791,0.0001453647,0.001925457,0.002584994,0.0001378719,0.0004217543,0.009055501,0.001338106,0.000473117,0.7804195,0.07993394,0.1234798],"study_design_scores_gemma":[0.00002381089,0.00004823175,0.000386971,0.002677452,0.00001805167,0.000254534,0.003256825,0.0004686331,0.0001800864,0.8192638,0.1733505,0.00007112444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005705061,0.01732989,0.0202973,0.9511957,0.005286332,0.0000589397,0.00003602132,0.00009405549,0.00513141],"genre_scores_gemma":[0.1156486,0.07773852,0.1451372,0.5997283,0.05413824,0.001037339,0.0002033435,0.0006325908,0.005735785],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9924788,"threshold_uncertainty_score":0.7717726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4807128686165083,"score_gpt":0.5498567331577753,"score_spread":0.06914386454126698,"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."}}