{"id":"W4220980555","doi":"10.3390/curroncol29010026","title":"Immune Effective Score as a Predictor of Response to Neoadjuvant Trastuzumab Therapy and a Prognostic Indicator for HER2-Positive Breast Cancer","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Trastuzumab; Medicine; Breast cancer; Oncology; Internal medicine; Neoadjuvant therapy; Cancer; Immune system; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000805416,0.0004479469,0.0003842979,0.001129717,0.0001877165,0.0005796261,0.000232314,0.0002860012,0.00156384],"category_scores_gemma":[0.001584204,0.00009513609,0.0006442821,0.001055557,0.0002349868,0.0001840803,0.0005362345,0.0004376775,0.0001890498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002444802,"about_ca_system_score_gemma":0.0003603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007606543,"about_ca_topic_score_gemma":0.001299238,"domain_scores_codex":[0.9997484,0.00006543185,0.00002109103,0.0000611724,0.00006654324,0.00003740656],"domain_scores_gemma":[0.9993432,0.0002001861,0.0002267359,0.00004455354,0.00008009068,0.0001053214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006382907,0.00005315094,0.9785432,0.00006870808,0.000432052,0.0000799222,0.00002652057,0.002536719,0.003072415,0.00009630928,0.0005779522,0.01387465],"study_design_scores_gemma":[0.00004385029,0.0002427698,0.9854751,0.00002020597,0.0004979733,0.000327866,0.00005248373,0.01037778,0.001276462,0.0005911575,0.001079574,0.00001466507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958571,0.0007971419,0.001552847,0.0001401846,0.0000162965,0.00001762932,0.0009820706,0.00003531223,0.0006013758],"genre_scores_gemma":[0.9968697,0.000176049,0.001191379,0.0000339325,0.00001663536,0.00001798416,0.001477237,0.000007173087,0.0002098468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00156384,"threshold_uncertainty_score":0.005231619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07569433129261209,"score_gpt":0.4475884220966244,"score_spread":0.3718940908040123,"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."}}