{"id":"W3180426532","doi":"10.1001/jamaoncol.2021.2140","title":"Practice Patterns and Outcomes of Novel Targeted Agents for the Treatment of <i>ERBB2</i>-Positive Metastatic Breast Cancer","year":2021,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; CancerCare Manitoba; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Metastatic breast cancer; Oncology; Breast cancer; Cancer; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002821787,0.0001155067,0.0005238006,0.00004851344,0.0000408087,0.000006946624,0.00006574087,0.00007137338,0.0002457451],"category_scores_gemma":[0.0004215123,0.00007213205,0.0001029985,0.0001343543,0.0001357646,0.00005160067,0.00004064891,0.0001036751,0.000001117466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000348127,"about_ca_system_score_gemma":0.0007587509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00240499,"about_ca_topic_score_gemma":0.000746527,"domain_scores_codex":[0.998875,0.0001505297,0.0002985591,0.0002166681,0.0002357739,0.0002234708],"domain_scores_gemma":[0.9963189,0.002567688,0.0001901498,0.0002415085,0.0005974944,0.00008420957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005747017,0.01422827,0.3235435,0.001247397,0.009413215,0.0005728654,0.01284253,0.00007210813,0.03484061,0.0007177825,0.006771328,0.5900034],"study_design_scores_gemma":[0.01622506,0.004542766,0.8159953,0.0001488069,0.001992845,0.000498781,0.00426877,0.0008143598,0.02684378,0.00002198908,0.1285116,0.0001360158],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8627275,0.00413811,0.001832486,0.1237837,0.0005312628,0.002513632,0.003369505,0.00001550586,0.001088325],"genre_scores_gemma":[0.9859428,0.004094135,0.004557452,0.003389159,0.0001404586,0.0005413147,0.0000563248,0.00003133233,0.00124697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5898674,"threshold_uncertainty_score":0.3635641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08597336018157553,"score_gpt":0.4605725266895825,"score_spread":0.374599166508007,"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."}}