{"id":"W2334856590","doi":"10.1097/pai.0000000000000039","title":"Predicting OncoDX Recurrence Scores With Immunohistochemical Markers","year":2014,"lang":"en","type":"article","venue":"Applied immunohistochemistry & molecular morphology","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Ottawa Hospital","funders":"","keywords":"Immunohistochemistry; Medicine; Breast cancer; Internal medicine; Estrogen receptor; Oncology; Estrogen; Population; Cohort; Cancer; Gynecology","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":[0.00176527,0.0004480076,0.000334734,0.001427552,0.0001074469,0.0004698244,0.0002615237,0.0002611804,0.0009182579],"category_scores_gemma":[0.004953144,0.0001255761,0.0005147772,0.0005828925,0.0001647723,0.000303317,0.0004505401,0.000294122,0.0003496954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002278651,"about_ca_system_score_gemma":0.0001809846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102767,"about_ca_topic_score_gemma":0.00197131,"domain_scores_codex":[0.9993468,0.0002566501,0.00008077672,0.00006917097,0.0001762816,0.00007034782],"domain_scores_gemma":[0.9979334,0.0009582511,0.0005331569,0.000158586,0.0002599237,0.0001566467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002693765,0.0000196795,0.9921555,0.000006694599,0.00003858789,0.00004732692,0.00001416512,0.0008216746,0.0004047957,0.00001725423,0.0001132932,0.006091681],"study_design_scores_gemma":[0.00003071989,0.0004228945,0.9684849,0.000009512659,0.0001356088,0.0006440609,0.0001193022,0.02755739,0.001778813,0.0001911882,0.0006140095,0.00001156278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975025,0.0002446116,0.001422825,0.00004982104,0.00001353512,0.00001804306,0.0001484673,0.00002287995,0.0005773745],"genre_scores_gemma":[0.9986935,0.00008704687,0.0006852081,0.00000869719,0.00001289861,0.00001133512,0.0002725392,0.00000460196,0.0002241662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00176527,"threshold_uncertainty_score":0.009335756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008528528665359796,"score_gpt":0.2845737855243071,"score_spread":0.2760452568589473,"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."}}