{"id":"W1988568392","doi":"10.1016/j.prp.2011.02.006","title":"Immunohistochemistry utilization in autopsy pathology: A Canadian experience","year":2011,"lang":"en","type":"article","venue":"Pathology - Research and Practice","topic":"Autopsy Techniques and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Autopsy; Medicine; Immunohistochemistry; Pathology; Neuropathology; Malignancy; Surgical pathology; Anatomical pathology; Forensic pathology; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001827785,0.00009908086,0.0001850885,0.0002718675,0.0001501122,0.00001291902,0.0001152599,0.0002376248,0.0003842097],"category_scores_gemma":[0.003719159,0.00008150088,0.00001974176,0.0002999021,0.0004422759,0.0001860537,0.00007823902,0.0006702333,0.00002419476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293753,"about_ca_system_score_gemma":0.0003386976,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01366817,"about_ca_topic_score_gemma":0.001993522,"domain_scores_codex":[0.9984741,0.0003309699,0.000197105,0.0003326224,0.0001678367,0.0004973196],"domain_scores_gemma":[0.9988165,0.0003445995,0.00004785975,0.000345562,0.0002049195,0.0002405115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004081646,0.001470833,0.6230321,0.0003482937,0.00006600771,0.06619333,0.07115403,7.917774e-8,0.1471038,0.02032496,0.002884017,0.06334095],"study_design_scores_gemma":[0.002196972,0.00193381,0.8606408,0.0001505279,0.00004815882,0.02163354,0.01521628,0.00009006147,0.02145449,0.006422393,0.06972373,0.0004891838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8675926,0.001311244,0.0002040995,0.003215828,0.00008393179,0.0004468395,0.000006642661,0.00006291473,0.127076],"genre_scores_gemma":[0.9903636,0.0008975554,0.006174039,0.0008122017,0.00002738993,0.0001059331,0.00001398418,0.00001356927,0.001591721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2376088,"threshold_uncertainty_score":0.9928999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.223923739990807,"score_gpt":0.4727658622408744,"score_spread":0.2488421222500673,"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."}}