{"id":"W4391229921","doi":"10.3390/cancers16030518","title":"Treatment Patterns and Health Outcomes among Patients with HER2 IHC0/-Low Metastatic or Recurrent Breast Cancer","year":2024,"lang":"en","type":"article","venue":"Cancers","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"AstraZeneca (Canada); University of Calgary","funders":"AstraZeneca Canada","keywords":"Medicine; Breast cancer; Metastatic breast cancer; Oncology; Internal medicine; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005460945,0.000130463,0.000214635,0.0005689903,0.0003826503,0.0006009509,0.0003695993,0.0002586061,0.0007072982],"category_scores_gemma":[0.001734456,0.0001286672,0.0003135602,0.001583013,0.0002585992,0.0001750332,0.0002306015,0.0003417404,0.00006662643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002121322,"about_ca_system_score_gemma":0.002290881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4088347,"about_ca_topic_score_gemma":0.5897723,"domain_scores_codex":[0.999586,0.00007739641,0.0000387042,0.00008375006,0.0001116961,0.0001024288],"domain_scores_gemma":[0.998993,0.0001634589,0.0004798814,0.00005797905,0.0001588346,0.0001468199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004928294,0.000009815689,0.9986277,0.000006816808,0.00004839969,0.00001619022,0.00002554891,0.00003234555,0.00003532046,0.000006937218,0.00008119976,0.00106049],"study_design_scores_gemma":[0.000006431812,0.00002539834,0.9995709,0.000007276648,0.00003952397,0.00004524704,0.00009748971,0.00006304893,0.00001232455,0.00001040378,0.0001203135,0.00000157565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978182,0.000880235,0.00002438605,0.0001026676,0.000003263794,0.00000604908,0.0007508012,0.000001637671,0.0004126962],"genre_scores_gemma":[0.998996,0.0002568933,0.00002205215,0.00005126138,0.000003656977,0.000002613541,0.0005835742,5.688725e-7,0.00008347288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4088347,"threshold_uncertainty_score":0.8129101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06547864330049104,"score_gpt":0.4136660515314639,"score_spread":0.3481874082309728,"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."}}