{"id":"W2145513734","doi":"10.1080/01926230601034624","title":"Best Practices for Reporting Pathology Interpretations within GLP Toxicology Studies","year":2006,"lang":"en","type":"article","venue":"Toxicologic Pathology","topic":"Immunotoxicology and immune responses","field":"Immunology and Microbiology","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Canadian Nuclear Laboratories","funders":"","keywords":"Medicine; Clinical toxicology; Toxicology; Pathology; Psychology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2705854,0.002775098,0.002298566,0.02693555,0.003863257,0.009386243,0.009132366,0.004237573,0.009910342],"category_scores_gemma":[0.521102,0.002487817,0.002953076,0.01979219,0.003231179,0.007158762,0.007304497,0.006935284,0.01330134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002987319,"about_ca_system_score_gemma":0.0141762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006431893,"about_ca_topic_score_gemma":0.007764103,"domain_scores_codex":[0.572515,0.2102914,0.1362751,0.009878826,0.06809396,0.002945686],"domain_scores_gemma":[0.3128041,0.1986727,0.05515686,0.1476233,0.2809892,0.004753884],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008089522,0.0006023734,0.01881504,0.006679314,0.000584347,0.001396065,0.01040629,0.001707588,0.0131634,0.009027966,0.1540578,0.7827508],"study_design_scores_gemma":[0.0004419654,0.000936213,0.04048668,0.01521805,0.001034388,0.005089906,0.01095811,0.007611072,0.06685542,0.03166906,0.8187799,0.0009192291],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01945815,0.009652404,0.8251511,0.01846995,0.007498355,0.02873728,0.01078562,0.02256322,0.05768391],"genre_scores_gemma":[0.02514574,0.003081119,0.9482447,0.001923546,0.000628204,0.011347,0.004288719,0.001459777,0.00388124],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7294146,"threshold_uncertainty_score":0.8994981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144267856306555,"score_gpt":0.3901555694691028,"score_spread":0.2757287838384473,"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."}}