{"id":"W2052567922","doi":"10.1054/cdip.2002.0116","title":"Genogenic immunohistochemistry: a new era in diagnostic immunohistochemistry","year":2002,"lang":"en","type":"article","venue":"Current Diagnostic Pathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immunohistochemistry; Pathology; Breast cancer; Trastuzumab; Biology; Cancer; Medicine; Cancer research; Internal medicine","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001574964,0.0005434255,0.0008473607,0.0001949696,0.0001075807,0.0000279143,0.0002949632,0.0002977957,0.001619047],"category_scores_gemma":[0.006476942,0.0005292456,0.0003121769,0.0004112986,0.0002342396,0.00007572457,0.0001496229,0.0005632143,0.001040426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000870388,"about_ca_system_score_gemma":0.000267019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000764349,"about_ca_topic_score_gemma":0.000003349067,"domain_scores_codex":[0.9969624,0.00007835139,0.0008602113,0.0008837596,0.0003371298,0.0008781337],"domain_scores_gemma":[0.9961351,0.002108949,0.0002239391,0.0009964252,0.00008483313,0.0004507545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000231737,0.01177413,0.5390179,0.0007728363,0.0003588116,0.0172705,0.002290711,0.00003377925,0.05855501,0.0005682287,0.09605013,0.2730763],"study_design_scores_gemma":[0.0327786,0.001539988,0.8693863,0.003090834,0.001690281,0.008247815,0.0001795496,0.0003404588,0.02900963,0.001277839,0.0499751,0.002483614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8683111,0.1253906,0.00006679286,0.001016528,0.0009390913,0.0008686301,0.00004657638,0.0001411352,0.00321951],"genre_scores_gemma":[0.9857441,0.01151347,0.0004165271,0.0003208745,0.0004098982,0.0006200902,0.0002399801,0.00005948118,0.0006755359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3303684,"threshold_uncertainty_score":0.9997374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02488299066952123,"score_gpt":0.2953602193689943,"score_spread":0.2704772286994731,"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."}}