{"id":"W2081171967","doi":"10.12927/hcq.2014.24004","title":"Successes and Challenges in Population-Based Cancer Screening","year":2014,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; University of Toronto","funders":"","keywords":"Christian ministry; Best practice; Medicine; Cancer screening; Population; Family medicine; Health care; Quality (philosophy); Cancer; Cervical cancer; Nursing; Environmental health; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.09218286,0.0003910472,0.0008746744,0.002935885,0.003928175,0.00762429,0.004397075,0.003097296,0.003416987],"category_scores_gemma":[0.1310947,0.0008088763,0.0006299675,0.004740025,0.007782771,0.004367621,0.007019073,0.003872087,0.0006676071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02271615,"about_ca_system_score_gemma":0.06449675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4539813,"about_ca_topic_score_gemma":0.505487,"domain_scores_codex":[0.9448621,0.01835056,0.004086988,0.004216299,0.02138925,0.007094725],"domain_scores_gemma":[0.8477398,0.06362798,0.01379441,0.006471017,0.03561494,0.03275194],"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":[0.0002472999,0.0006953799,0.4143101,0.003280137,0.0003505996,0.0005628099,0.01677589,0.001874116,0.0005385279,0.01840624,0.06012214,0.4828368],"study_design_scores_gemma":[0.0001113359,0.0007417082,0.8530008,0.003904238,0.0001452409,0.0005817511,0.02689204,0.002633552,0.0005237286,0.009033429,0.1022296,0.0002025043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.2415181,0.05509992,0.003803006,0.6414726,0.001486407,0.0003921936,0.001323165,0.0004922746,0.05441236],"genre_scores_gemma":[0.9571924,0.02054248,0.003917142,0.01456524,0.0008159424,0.0001882598,0.0004994782,0.00006761859,0.002211445],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4539813,"threshold_uncertainty_score":0.9026777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05377560567146176,"score_gpt":0.3307889456303587,"score_spread":0.2770133399588969,"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."}}