{"id":"W2129186734","doi":"10.1177/0192623310395331","title":"Industry–Contract Research Organization Pathology Interactions","year":2011,"lang":"en","type":"article","venue":"Toxicologic Pathology","topic":"Immunotoxicology and immune responses","field":"Immunology and Microbiology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories","funders":"","keywords":"Telepathology; Certification; Test (biology); Pathology; Anatomical pathology; Medicine; Surgical pathology; Protocol (science); Quality (philosophy); Medical physics; Psychology; Medical education; Alternative medicine; Management; Political science","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":[0.001722396,0.0003613757,0.0005994141,0.0006996549,0.0009368678,0.00001837302,0.000793254,0.003342763,0.01947546],"category_scores_gemma":[0.002827737,0.0003250842,0.0001181478,0.0008937819,0.001812831,0.0002564055,0.0004522065,0.004785065,0.006698939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650305,"about_ca_system_score_gemma":0.0002704753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004909857,"about_ca_topic_score_gemma":0.00003687396,"domain_scores_codex":[0.9933445,0.003875858,0.0006854496,0.0007657898,0.00006744306,0.001260941],"domain_scores_gemma":[0.9974588,0.0009115695,0.000259693,0.000797715,0.0005144878,0.00005769143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005544747,0.001320303,0.01517526,0.000007319081,0.0001476149,0.0008034959,0.002604337,0.000001208548,0.9587277,0.009930549,0.005224539,0.005503204],"study_design_scores_gemma":[0.002148702,0.002554928,0.4725275,0.0000233813,0.00008678617,0.009243023,0.001467368,0.000001676789,0.475471,0.002933851,0.03296423,0.0005775621],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710339,0.001432672,0.0002553125,0.0006646222,0.002828496,0.000580568,0.00002491197,0.0003730534,0.02280648],"genre_scores_gemma":[0.989808,0.0001453436,0.0003367047,0.001032725,0.00006670301,0.0001698543,0.0001100946,0.00004593279,0.008284597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4832567,"threshold_uncertainty_score":0.9999201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145995735922077,"score_gpt":0.3431964133949457,"score_spread":0.2285968398027381,"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."}}