{"id":"W2134981438","doi":"10.1007/s00204-015-1512-y","title":"Developing tools for defining and establishing pathways of toxicity","year":2015,"lang":"en","type":"letter","venue":"Archives of Toxicology","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Toxicity; Computational biology; Medicine; Biology; Internal medicine","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":[0.03486893,0.00133049,0.001479309,0.002969341,0.002816248,0.009209727,0.004882615,0.01862232,0.007275788],"category_scores_gemma":[0.04067734,0.00130985,0.002139726,0.001427397,0.01939597,0.01658166,0.0100522,0.04390316,0.007299011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008471178,"about_ca_system_score_gemma":0.007827845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003375627,"about_ca_topic_score_gemma":0.003517926,"domain_scores_codex":[0.9780292,0.01025913,0.002364494,0.001973587,0.006513121,0.0008605581],"domain_scores_gemma":[0.9550976,0.02786721,0.003088392,0.004894345,0.007693756,0.001358687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009282634,0.0001384362,0.00150236,0.0008925979,0.00004459811,0.002113095,0.001858479,0.001123906,0.005598043,0.577729,0.238201,0.1707056],"study_design_scores_gemma":[0.00003051472,0.00008877431,0.0002977343,0.000479765,0.00001747566,0.001404458,0.0007089119,0.00134073,0.00176998,0.2389622,0.7548333,0.00006613727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001579925,0.0256003,0.1949052,0.7325893,0.01373158,0.0004178845,0.0003474198,0.0009407121,0.02988765],"genre_scores_gemma":[0.05579214,0.04411385,0.4121204,0.4361726,0.01605499,0.002059948,0.0006820219,0.0005981217,0.03240596],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03486893,"threshold_uncertainty_score":0.1844067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3013077415699804,"score_gpt":0.3867517038144728,"score_spread":0.08544396224449241,"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."}}