{"id":"W2118488848","doi":"10.1354/vp.44-3-421","title":"Industry and Academia Forge Strong Links to Train Veterinary Pathologists","year":2007,"lang":"en","type":"letter","venue":"Veterinary Pathology","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forge; Veterinary medicine; Medicine; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002291953,0.0009950933,0.001391762,0.0009232755,0.00127247,0.00003324378,0.0006867871,0.02336278,0.000788237],"category_scores_gemma":[0.0006347802,0.0009818909,0.0001845563,0.0004485447,0.0004701636,0.0003444122,0.00165265,0.04420312,0.001139316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003201703,"about_ca_system_score_gemma":0.0003393551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004928991,"about_ca_topic_score_gemma":0.000004191432,"domain_scores_codex":[0.9917517,0.002468321,0.00148645,0.001616283,0.0004323818,0.002244915],"domain_scores_gemma":[0.9956704,0.001802618,0.000800825,0.001123191,0.0002157871,0.0003871571],"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":[0.0004409378,0.00006963571,0.002792821,0.0009926945,0.0000951431,0.02387745,0.004883618,7.196002e-7,0.002279979,0.00002392338,0.958876,0.005667063],"study_design_scores_gemma":[0.0006531599,0.004383112,0.02123416,0.0003327957,0.0001096317,0.005791713,0.002787145,0.000001699034,0.000002677356,0.00007731802,0.9637374,0.0008892319],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5990351,0.0007087069,0.0001799317,0.3874402,0.003882885,0.001383833,0.0003058605,0.0003060418,0.006757436],"genre_scores_gemma":[0.050665,0.0005999509,0.003274807,0.915531,0.009936005,0.001315902,0.0005431885,0.0002693008,0.01786484],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5483701,"threshold_uncertainty_score":0.9996384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4484153280445192,"score_gpt":0.5343115556323335,"score_spread":0.08589622758781429,"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."}}