{"id":"W2054459541","doi":"10.1016/j.taap.2005.01.036","title":"Trouble shooting in toxicopathology","year":2005,"lang":"en","type":"review","venue":"Toxicology and Applied Pharmacology","topic":"Immunotoxicology and immune responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Toxicant; Mechanism (biology); Toxicology; Medicine; Pathology; Risk analysis (engineering); Biology; Toxicity; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001285058,0.001218266,0.004358219,0.001263936,0.0004456112,0.0000221156,0.0008972762,0.004233222,0.004020062],"category_scores_gemma":[0.00008241222,0.001136609,0.0003981664,0.0005925252,0.001524441,0.0001154638,0.0007176255,0.00408936,0.002038495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002777653,"about_ca_system_score_gemma":0.0007010614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008409127,"about_ca_topic_score_gemma":0.00003019396,"domain_scores_codex":[0.9928331,0.002032054,0.001771214,0.001494529,0.00004859461,0.001820496],"domain_scores_gemma":[0.9966766,0.001966522,0.0007313168,0.0005081541,0.00003386246,0.00008359181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005737951,0.0006888374,0.00001335982,0.001391153,0.0006574195,0.0001298413,0.0002520353,0.000004329159,0.01032422,0.003031486,0.003778513,0.979155],"study_design_scores_gemma":[0.003368576,0.0003512631,0.00005797263,0.0004253089,0.001053353,0.001996418,0.00007704712,8.957879e-7,0.001376464,0.00009236648,0.9902358,0.0009645485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002643588,0.9874225,0.000007751974,0.000196354,0.002634125,0.002014596,0.00005208731,0.0002151281,0.004813828],"genre_scores_gemma":[0.004386114,0.9891144,0.0001065895,0.001021683,0.0002731163,0.001536293,0.0002685423,0.0001296984,0.003163581],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9864573,"threshold_uncertainty_score":0.9991084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03704088275889835,"score_gpt":0.3469759544859283,"score_spread":0.3099350717270299,"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."}}