{"id":"W2771741765","doi":"10.2147/rmhp.s109116","title":"The NHS Bowel Cancer Screening Program: current perspectives on strategies for improvement","year":2017,"lang":"en","type":"review","venue":"Risk Management and Healthcare Policy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Sigmoidoscopy; Colonoscopy; Medicine; Colorectal cancer; Fecal occult blood; Cancer; Population; Internal medicine; Cancer screening; Oncology; General surgery; Intensive care medicine; Environmental health","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":[0.006479257,0.00106514,0.002601712,0.003549135,0.0005184433,0.002937952,0.002292533,0.003386837,0.009931147],"category_scores_gemma":[0.01467213,0.0004366294,0.001670749,0.00504243,0.001186798,0.004410162,0.001540588,0.00462695,0.002342136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003964582,"about_ca_system_score_gemma":0.009401601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007410138,"about_ca_topic_score_gemma":0.01057771,"domain_scores_codex":[0.9977831,0.0008353298,0.0003931127,0.0001792113,0.0005964586,0.0002126915],"domain_scores_gemma":[0.9904091,0.00601155,0.0008245517,0.0001715163,0.002021434,0.0005617892],"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":[0.0001047054,0.00007441152,0.0002202603,0.07326458,0.0001930136,0.0001033025,0.0002257815,0.0002903759,0.0001055328,0.01172073,0.09499393,0.8187034],"study_design_scores_gemma":[0.00004849901,0.00008349762,0.0008311009,0.07528678,0.0002335397,0.0003110969,0.0002959711,0.00008316956,0.0000496238,0.003767652,0.9189875,0.00002159274],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002234955,0.9961468,0.00003312453,0.002983198,0.0003126303,0.000004277088,0.00001063313,0.00000464767,0.0004823403],"genre_scores_gemma":[0.0003259947,0.9980945,0.0001547853,0.001015522,0.0002023275,0.000009308927,0.00001532754,0.000002006888,0.0001802986],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009931147,"threshold_uncertainty_score":0.03426605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360257870476497,"score_gpt":0.4881072658217356,"score_spread":0.3520814787740859,"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."}}