{"id":"W2264405290","doi":"10.1002/cncr.29865","title":"Recommendations for a step‐wise comparative approach to the evaluation of new screening tests for colorectal cancer","year":2016,"lang":"en","type":"article","venue":"Cancer","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; University of Toronto","funders":"Cancer Research UK","keywords":"Medicine; Fecal occult blood; Context (archaeology); Colorectal cancer; Population; Test (biology); Cancer screening; Medical physics; Colorectal cancer screening; Cancer; Intensive care medicine; Colonoscopy; Internal 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2823792,0.004293258,0.01147841,0.01591728,0.003127986,0.008766606,0.01794267,0.02521707,0.02031863],"category_scores_gemma":[0.5731164,0.003757,0.03476701,0.01386892,0.00387498,0.01473946,0.006274372,0.01653182,0.00707038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01471206,"about_ca_system_score_gemma":0.0673525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01487814,"about_ca_topic_score_gemma":0.01952592,"domain_scores_codex":[0.699487,0.1880279,0.06061484,0.007091713,0.04095891,0.003819612],"domain_scores_gemma":[0.3573987,0.4002036,0.04072936,0.01624326,0.1780594,0.007365859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003351371,0.0005607122,0.00187223,0.2976246,0.008529264,0.000598378,0.001763662,0.002044729,0.001041205,0.01410648,0.2716311,0.3968762],"study_design_scores_gemma":[0.004246588,0.0008012337,0.0039072,0.595798,0.01542787,0.0004143414,0.001285333,0.001906949,0.0008115514,0.02450619,0.3505189,0.0003758202],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.002816877,0.4001709,0.06551703,0.3414994,0.06392153,0.08495591,0.01258127,0.001952189,0.02658494],"genre_scores_gemma":[0.01836915,0.1567809,0.563227,0.1261307,0.007096993,0.1103767,0.007224336,0.000492223,0.01030201],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2823792,"threshold_uncertainty_score":0.8849542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2700590581067799,"score_gpt":0.4401104079503563,"score_spread":0.1700513498435763,"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."}}