{"id":"W2775851219","doi":"10.1097/pai.0000000000000626","title":"Hematoxylin and Eosin Counterstaining Protocol for Immunohistochemistry Interpretation and Diagnosis","year":2017,"lang":"en","type":"article","venue":"Applied immunohistochemistry & molecular morphology","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Immunohistochemistry; H&E stain; Pathology; Staining; Histopathology; Immunostaining; Medicine; Nuclear medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.004280191,0.001726005,0.001486067,0.004781561,0.001370497,0.0008609884,0.001676044,0.001242105,0.06419969],"category_scores_gemma":[0.002742846,0.00110958,0.0009209215,0.002016411,0.001040156,0.0008586461,0.0009092179,0.002780922,0.02227089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007085074,"about_ca_system_score_gemma":0.0022334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406178,"about_ca_topic_score_gemma":0.003900849,"domain_scores_codex":[0.9962435,0.000756202,0.0006533196,0.000811337,0.001265642,0.0002700426],"domain_scores_gemma":[0.9971508,0.0004046191,0.0002088218,0.0006070462,0.00143281,0.0001958241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001117244,0.0006563741,0.004979348,0.004829405,0.0002065899,0.002327876,0.0008077545,0.001432398,0.7322813,0.008517422,0.1242652,0.1185789],"study_design_scores_gemma":[0.0002573101,0.0007289505,0.008764801,0.0008243197,0.000236277,0.004663288,0.0002351467,0.005330726,0.1142966,0.003053478,0.8613899,0.0002191913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05727685,0.01596319,0.7606009,0.002531228,0.004709279,0.01686836,0.02011356,0.02823803,0.09369861],"genre_scores_gemma":[0.03533895,0.005765393,0.8519213,0.001124725,0.0004743511,0.01489882,0.0225411,0.002512462,0.06542299],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06419969,"threshold_uncertainty_score":0.2147694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116052988484554,"score_gpt":0.3299900108188495,"score_spread":0.318829480934004,"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."}}