{"id":"W4391446094","doi":"10.1158/1538-7445.advbc23-a081","title":"Abstract A081: Real-world treatment patterns and clinical outcomes in patients with HER2+ metastatic breast cancer receiving systemic therapy in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Advanced Breast Cancer Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Mount Sinai Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Systemic therapy; Medicine; Metastatic breast cancer; Breast cancer; Cancer; Oncology; Internal medicine; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005597156,0.0002999739,0.00072683,0.0004044924,0.00006358543,0.0000615766,0.0001333846,0.00005778582,0.0007019004],"category_scores_gemma":[0.0000157849,0.0002012849,0.00006049877,0.0005529703,0.0001365514,0.0001749537,0.0000408908,0.0008681132,0.000002623662],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009767257,"about_ca_system_score_gemma":0.005244368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9961209,"about_ca_topic_score_gemma":0.9995218,"domain_scores_codex":[0.9970387,0.0001824846,0.0005696986,0.0006924713,0.0008065448,0.0007100537],"domain_scores_gemma":[0.9986199,0.0004989179,0.00006869633,0.0003744923,0.0001877781,0.0002502237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001354247,0.0002286259,0.9022571,0.0002264863,0.0004044837,0.0002926898,0.0006722049,0.00005006626,0.0000188158,0.000004691403,0.00004613538,0.09444447],"study_design_scores_gemma":[0.004816257,0.0003580202,0.9906552,0.002824304,0.00003181094,0.00001155593,0.0002654854,0.00001399814,0.00003026944,0.000012989,0.0007830792,0.0001970567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949324,0.001645063,0.000001409856,0.001446033,0.0002804468,0.001361527,0.0002077119,0.00003074261,0.00009472951],"genre_scores_gemma":[0.9948597,0.002724378,0.00002799343,0.0001237098,0.00009193775,0.0006931996,0.00002319591,0.00007295766,0.001382922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09424742,"threshold_uncertainty_score":0.9940341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07777638033646204,"score_gpt":0.4253338618796205,"score_spread":0.3475574815431584,"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."}}