{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005622904,0.0001942306,0.000333282,0.001313174,0.001609275,0.001116256,0.0008394979,0.0002715919,0.001967793],"category_scores_gemma":[0.002810746,0.0002385247,0.0003672733,0.00492426,0.0005332324,0.0002867863,0.0005419962,0.0003779145,0.0001739033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03182194,"about_ca_system_score_gemma":0.03813082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9909595,"about_ca_topic_score_gemma":0.9946068,"domain_scores_codex":[0.9989242,0.00008369884,0.0001325117,0.0001868722,0.0004072282,0.0002654602],"domain_scores_gemma":[0.9951398,0.0002443806,0.00166394,0.0001188969,0.002199216,0.0006337644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005926035,0.00001327,0.9935568,0.00009642333,0.00003587171,0.000109427,0.0005161838,0.00009497578,0.0001630985,0.00005790293,0.001917745,0.003379086],"study_design_scores_gemma":[0.000005272433,0.00001476201,0.997579,0.00005576741,0.00001833124,0.00008127378,0.0006722378,0.0001217263,0.0000605248,0.00001040297,0.001374775,0.000006045941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641396,0.001875813,0.0001906485,0.0008220523,0.00001580222,0.0001513078,0.02733791,0.00002234156,0.005444524],"genre_scores_gemma":[0.994642,0.000593341,0.0001993238,0.0001556997,0.000006815519,0.0000348655,0.003698868,0.000006535769,0.0006626153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03182194,"threshold_uncertainty_score":0.2308854,"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."}}