{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0373408,0.0007092023,0.0003981144,0.001962312,0.006275743,0.006813043,0.001332776,0.005436691,0.07697384],"category_scores_gemma":[0.05823624,0.0005903899,0.000541977,0.002306355,0.001642354,0.002613248,0.00507924,0.004481104,0.02542149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005129727,"about_ca_system_score_gemma":0.02290123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004823288,"about_ca_topic_score_gemma":0.00512573,"domain_scores_codex":[0.9574773,0.01464434,0.002196054,0.001891849,0.0203628,0.003427652],"domain_scores_gemma":[0.8971599,0.02680619,0.01167796,0.008896586,0.04138663,0.01407268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004126273,0.0005516014,0.01538745,0.000290719,0.00004134879,0.001101073,0.002529582,0.000387203,0.006136485,0.0226217,0.637051,0.3134892],"study_design_scores_gemma":[0.00002743342,0.0001643267,0.002972388,0.00008772869,0.000008763115,0.0007552563,0.001024301,0.0003107886,0.001186602,0.0018661,0.9915666,0.00002964648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0328535,0.01301055,0.03639007,0.2580104,0.01607225,0.002610039,0.0007977288,0.001668939,0.6385865],"genre_scores_gemma":[0.2277291,0.009896868,0.02944963,0.06937504,0.0122272,0.002237812,0.001706969,0.00103245,0.6463449],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07697384,"threshold_uncertainty_score":0.2575032,"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."}}