{"id":"W3216453704","doi":"10.2147/cmar.s335386","title":"Pathum Raksa Project: Addressing Disparity in Breast Cancer Care Through National Innovation in Thailand","year":2021,"lang":"en","type":"article","venue":"Cancer Management and Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Royal Columbian Hospital","funders":"Khon Kaen University; Prince of Songkla University; Chiang Mai University","keywords":"Breast cancer; Medicine; Biomarker; Triple-negative breast cancer; Cancer; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.008953799,0.0004982041,0.0003060184,0.001023915,0.00212041,0.004026735,0.001345094,0.0008723417,0.007237668],"category_scores_gemma":[0.01028165,0.0002640109,0.0006638236,0.001625405,0.001130221,0.00206341,0.01041473,0.001995958,0.0007612206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004833234,"about_ca_system_score_gemma":0.05595354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01445474,"about_ca_topic_score_gemma":0.0108067,"domain_scores_codex":[0.993829,0.003431508,0.0002998051,0.0003026655,0.0009033467,0.00123371],"domain_scores_gemma":[0.9845667,0.003045116,0.001788595,0.0005535093,0.001994092,0.008051927],"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":[0.001083818,0.001712993,0.4031622,0.005176501,0.000299227,0.002321791,0.01171785,0.002821074,0.003611513,0.01562316,0.05625262,0.4962173],"study_design_scores_gemma":[0.0008237716,0.005913295,0.668435,0.006451614,0.0005634482,0.003906021,0.04685905,0.01162409,0.006443199,0.01280782,0.2358783,0.0002943448],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.817455,0.0146856,0.009346666,0.0896045,0.00133953,0.003402882,0.005123438,0.0006494489,0.05839293],"genre_scores_gemma":[0.9594452,0.007825821,0.01328418,0.005920194,0.0002534548,0.002831822,0.002155587,0.00007469615,0.008208975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01445474,"threshold_uncertainty_score":0.04735273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08337336692145347,"score_gpt":0.4130384032597281,"score_spread":0.3296650363382747,"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."}}