{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002368049,0.0001050382,0.0001135949,0.0001543974,0.0001214214,0.00004750819,0.0000815814,0.0000638336,0.00002689936],"category_scores_gemma":[0.0000155492,0.00009462096,0.00001655701,0.0007615554,0.0001026633,0.0000136929,0.0002937247,0.0001404892,6.777911e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077303,"about_ca_system_score_gemma":0.0002165358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202314,"about_ca_topic_score_gemma":0.004424755,"domain_scores_codex":[0.9987621,0.00008820394,0.0001584491,0.0004008252,0.000306848,0.0002835451],"domain_scores_gemma":[0.9994896,0.00001154473,0.00003051315,0.0001224924,0.000330873,0.00001498298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003127432,0.0001780026,0.9507789,0.0005634265,0.0001530423,0.00005955215,0.001948698,0.0001398544,0.002904532,0.001340002,0.007172762,0.03444846],"study_design_scores_gemma":[0.002012385,0.00001796545,0.969515,0.0003443598,0.00001085114,0.000003728837,0.003509925,0.00002874136,0.002871805,0.0004458618,0.02105487,0.0001845453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649546,0.02137653,0.00002750812,0.003350515,0.0001503538,0.0005069828,0.000171502,0.000007669134,0.009454313],"genre_scores_gemma":[0.9886828,0.009581541,0.00009247316,0.0001614751,0.0001777082,0.0005166468,0.0001559552,0.00001188047,0.0006194843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03426392,"threshold_uncertainty_score":0.3858531,"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."}}