{"id":"W4403541257","doi":"10.1016/j.clbc.2024.10.008","title":"Real World Evidence Study to Assess Incidence, Treatment Patterns, Clinical Outcomes, and Health Care Resource Utilization in Early-Stage, High-Risk HER2-Negative Breast Cancer in Alberta, Canada","year":2024,"lang":"en","type":"article","venue":"Clinical Breast Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; AstraZeneca (Canada); University of Calgary","funders":"AstraZeneca","keywords":"Medicine; Breast cancer; Incidence (geometry); Stage (stratigraphy); Oncology; Health care; Family medicine; Cancer; Internal medicine; Environmental health; Gynecology; Economic growth","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":[0.006380876,0.0006337563,0.00150014,0.00288084,0.001528271,0.002687653,0.00206738,0.001019589,0.002364946],"category_scores_gemma":[0.01842871,0.0005774287,0.002142964,0.01147175,0.001048882,0.0005259597,0.001230808,0.001151433,0.0001546558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04096048,"about_ca_system_score_gemma":0.07063302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9883422,"about_ca_topic_score_gemma":0.9914615,"domain_scores_codex":[0.9921563,0.002481902,0.001206512,0.0005861014,0.002528856,0.001040427],"domain_scores_gemma":[0.981475,0.003624568,0.005022334,0.0006846126,0.007556702,0.001636662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00303372,0.000280494,0.9562664,0.004782971,0.009521185,0.0001952143,0.000501366,0.00117286,0.0001271634,0.0007424706,0.007811202,0.015565],"study_design_scores_gemma":[0.00144743,0.0003246388,0.9810441,0.002897846,0.006137361,0.0001280836,0.001334632,0.0007259026,0.00008089102,0.0001515498,0.005660838,0.00006672125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8378786,0.07717934,0.000722,0.003489222,0.0002678724,0.001136664,0.06920354,0.00005066302,0.01007204],"genre_scores_gemma":[0.9763442,0.0104564,0.0009748321,0.001042042,0.00005755834,0.0002836348,0.009757753,0.0000108825,0.001072587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04096048,"threshold_uncertainty_score":0.2971904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07110996056037043,"score_gpt":0.4306683173923992,"score_spread":0.3595583568320287,"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."}}