{"id":"W4388810374","doi":"10.14573/altex.2307061","title":"Beyond chemicals: Opportunities and challenges of integrating non-chemical stressors in adverse outcome pathways","year":2023,"lang":"en","type":"article","venue":"ALTEX","topic":"Vitamin C and Antioxidants Research","field":"Nursing","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Adverse Outcome Pathway; Stressor; Computer science; Risk analysis (engineering); Biochemical engineering; Computational biology; Biology; Medicine; Neuroscience","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":[],"consensus_categories":[],"category_scores_codex":[0.006724553,0.001061265,0.001125577,0.001388685,0.0008130517,0.003400482,0.001303933,0.001655071,0.00331699],"category_scores_gemma":[0.005753221,0.0003783195,0.001364437,0.000883571,0.001972051,0.003697788,0.003510651,0.004008709,0.0007569163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002039853,"about_ca_system_score_gemma":0.004707559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002247375,"about_ca_topic_score_gemma":0.003757821,"domain_scores_codex":[0.9969689,0.001122882,0.0002244113,0.0004891048,0.000929469,0.000265187],"domain_scores_gemma":[0.992789,0.002424447,0.00136422,0.0008630324,0.002091346,0.000467933],"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":[0.001217447,0.0007470334,0.05180828,0.01541658,0.00128567,0.002855305,0.00204827,0.03393677,0.1751632,0.1368211,0.02014564,0.5585546],"study_design_scores_gemma":[0.0001109211,0.003717749,0.03734454,0.005136992,0.001075372,0.003143763,0.004395518,0.01957075,0.1465919,0.2501288,0.5283785,0.0004050726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1856384,0.1778028,0.4898414,0.06736395,0.005466014,0.00161205,0.006463804,0.002032496,0.063779],"genre_scores_gemma":[0.6680202,0.1313979,0.1706544,0.01438294,0.001589552,0.0009868005,0.002599122,0.0004324877,0.009936612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006724553,"threshold_uncertainty_score":0.03556323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1311377057754742,"score_gpt":0.3394159406956655,"score_spread":0.2082782349201913,"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."}}