{"id":"W2999743029","doi":"10.1002/ijc.32859","title":"Reactive stroma and trastuzumab resistance in HER2‐positive early breast cancer","year":2020,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; Israel Cancer Research Fund; Breast Cancer Research Foundation","keywords":"Trastuzumab; Breast cancer; Stroma; Oncology; Medicine; Internal medicine; Mammary gland; Cancer; Cancer research; Immunohistochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001706652,0.0001229071,0.0002961131,0.0001615196,0.00001940026,0.00004557668,0.0002154964,0.00005903943,0.000439145],"category_scores_gemma":[0.00008087641,0.0001069682,0.00007800909,0.0001851381,0.0001006906,0.000247153,0.00004625091,0.0005495551,0.000003863315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044933,"about_ca_system_score_gemma":0.000748283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082704,"about_ca_topic_score_gemma":0.0009226151,"domain_scores_codex":[0.9982277,0.00005454431,0.0003951666,0.0001952774,0.0009337465,0.0001935206],"domain_scores_gemma":[0.9985225,0.00006614716,0.0002293374,0.00006304152,0.000880271,0.0002386859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02036971,0.000329741,0.8424422,0.0001485238,0.001890435,0.00282187,0.01009256,0.0001564683,0.02153456,0.0008927681,0.009055112,0.09026613],"study_design_scores_gemma":[0.003244686,0.0002852585,0.9858962,0.001315293,0.00005595503,0.0001895616,0.0002842007,0.00006289734,0.002557053,0.000144959,0.005846201,0.0001177185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9336465,0.00619695,0.00006597029,0.05777006,0.0003971129,0.0001740108,0.0002532645,0.000007261739,0.00148885],"genre_scores_gemma":[0.9953521,0.001619873,0.0002167893,0.001418941,0.001177446,0.0000188171,0.000001708862,0.00002244893,0.000171888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1434541,"threshold_uncertainty_score":0.480833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02539718033214204,"score_gpt":0.3869598574535021,"score_spread":0.3615626771213601,"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."}}