{"id":"W4200493067","doi":"10.1080/09553002.2021.2020363","title":"Adverse outcome pathway: a path toward better data consolidation and global co-ordination of radiation research","year":2021,"lang":"en","type":"article","venue":"International Journal of Radiation Biology","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Safety Commission; Canadian Nuclear Laboratories; Health Canada","funders":"Norges Forskningsråd; Réseau de cancérologie Rossy","keywords":"Adverse Outcome Pathway; Business; Environmental health; Medicine; Environmental resource management; Environmental science; Biology; Computational biology","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.3870423,0.003058224,0.007521155,0.02488693,0.003453094,0.02832679,0.01399616,0.009016499,0.01335416],"category_scores_gemma":[0.3330095,0.002083775,0.006064025,0.03107759,0.01119683,0.0406968,0.03900661,0.021472,0.007795592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01428619,"about_ca_system_score_gemma":0.09510531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007175251,"about_ca_topic_score_gemma":0.006150199,"domain_scores_codex":[0.7305484,0.1833678,0.03142922,0.02109039,0.02934441,0.004219733],"domain_scores_gemma":[0.2976359,0.2894319,0.05280982,0.1729291,0.1486872,0.03850608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001073251,0.000309809,0.01448518,0.01952037,0.001487505,0.0002953524,0.002810852,0.003562583,0.002904256,0.2697108,0.1385553,0.5452847],"study_design_scores_gemma":[0.0001952673,0.0004035124,0.006230534,0.01364495,0.0005282268,0.0003002874,0.001810722,0.001693713,0.001448174,0.2454124,0.7281142,0.000217995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.004738286,0.07723221,0.3778588,0.4780982,0.01000734,0.002722548,0.02102185,0.006775825,0.02154492],"genre_scores_gemma":[0.04101251,0.06086604,0.7667199,0.07434814,0.009986098,0.004828982,0.03600623,0.002565835,0.003666153],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3870423,"threshold_uncertainty_score":0.755886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0791087120591803,"score_gpt":0.4367958377251397,"score_spread":0.3576871256659594,"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."}}