{"id":"W3108790462","doi":"10.1080/09553002.2020.1857456","title":"Collaborative efforts are needed among the scientific community to advance the adverse outcome pathway concept in areas of radiation risk assessment","year":2020,"lang":"en","type":"article","venue":"International Journal of Radiation Biology","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Adverse Outcome Pathway; Risk analysis (engineering); Computer science; Risk assessment; Human health; Data science; Medicine; Computational biology; Biology; Environmental health; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008838767,0.00010242,0.0001798913,0.00008974463,0.0001248731,0.00003212908,0.0004725342,0.00007218902,0.00001603601],"category_scores_gemma":[0.0005760689,0.00006805491,0.000105793,0.0002225846,0.0001740415,0.00001829799,0.000107916,0.0002628904,0.000001065098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009132596,"about_ca_system_score_gemma":0.0001863228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009527844,"about_ca_topic_score_gemma":0.0003099879,"domain_scores_codex":[0.9984494,0.0005567183,0.0005223092,0.0001314653,0.0002301368,0.0001100091],"domain_scores_gemma":[0.9982104,0.0001323578,0.0008891149,0.0001731609,0.0005309695,0.00006400604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002813583,0.0001427704,0.8909101,0.000004934102,0.0002281735,0.000005197676,0.002876349,0.02570177,0.06478615,0.0004890612,0.001349478,0.01322461],"study_design_scores_gemma":[0.001320332,0.0005067351,0.9015704,0.00001654996,0.00002280792,0.000009182455,0.004159301,0.0006890172,0.06997646,0.0001426819,0.02147421,0.0001122776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882952,0.0002697868,0.00522424,0.00504312,0.0006587735,0.0002688842,0.0001888656,0.000001911166,0.00004923719],"genre_scores_gemma":[0.9982086,0.0001001193,0.0001497924,0.001199551,0.0002204877,0.00001141068,0.00009101686,0.000006008926,0.00001297116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02501275,"threshold_uncertainty_score":0.2775199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143877486309965,"score_gpt":0.3086525638345299,"score_spread":0.2972137889714302,"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."}}