{"id":"W3215866281","doi":"10.23950/jcmk/11390","title":"How can cancer screening centers improve the healthcare system of Kazakhstan?","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine of Kazakhstan","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cancer; Health care; Cancer screening; Breast cancer; Developed country; Family medicine; Quality (philosophy); Healthcare system; Environmental health; Gynecology; Economic growth; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001793948,0.0004362797,0.0004381941,0.001209131,0.001161501,0.002980741,0.0006920159,0.001479676,0.006072055],"category_scores_gemma":[0.004686996,0.0001271443,0.0004506503,0.00155007,0.001062828,0.002527409,0.001448371,0.001259814,0.0009502305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003259218,"about_ca_system_score_gemma":0.01017032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01541059,"about_ca_topic_score_gemma":0.01507067,"domain_scores_codex":[0.9990133,0.0005186062,0.00007173271,0.00006309126,0.0001000944,0.0002332424],"domain_scores_gemma":[0.9987245,0.0002895535,0.0002033063,0.0000442709,0.0003960397,0.0003422734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001834959,0.0001523871,0.03365148,0.007800969,0.0002295464,0.0008726849,0.002383715,0.001605678,0.0005832451,0.04475953,0.1757863,0.731991],"study_design_scores_gemma":[0.0001105873,0.0003287422,0.1114826,0.0116084,0.0004004682,0.002021102,0.0160543,0.000775757,0.000792027,0.02842057,0.8278776,0.0001278387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02838039,0.4236714,0.002455948,0.5126006,0.008255475,0.00008468925,0.0006348321,0.0004365002,0.0234802],"genre_scores_gemma":[0.4657774,0.4523766,0.005980237,0.06275868,0.005308408,0.0001430244,0.0009415087,0.00005413437,0.006659982],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01541059,"threshold_uncertainty_score":0.03064179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1821563716460326,"score_gpt":0.466445403453467,"score_spread":0.2842890318074345,"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."}}