{"id":"W4318220553","doi":"10.1186/s13643-023-02173-w","title":"A comparison of international modelling methods to evaluate health economics of colorectal cancer screening: a systematic review protocol","year":2023,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Department for the Economy","keywords":"Medicine; Protocol (science); Colorectal cancer; Colorectal cancer screening; Health economics; Cancer; Alternative medicine; Public health; Internal medicine; Nursing; Pathology; Colonoscopy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01752984,0.0007778044,0.02277109,0.0006634882,0.00006044586,0.0000286239,0.0005994042,0.0002379057,0.00004180777],"category_scores_gemma":[0.003454679,0.0004946958,0.002248023,0.001266205,0.00004040336,0.00006467495,0.0001773972,0.0004490565,0.00006918531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000834707,"about_ca_system_score_gemma":0.001024199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001746222,"about_ca_topic_score_gemma":0.00004016786,"domain_scores_codex":[0.9821316,0.004958015,0.01106734,0.0007324888,0.0007357768,0.0003747749],"domain_scores_gemma":[0.9853877,0.001105934,0.01160944,0.001068071,0.00055008,0.0002787296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006754996,0.00005552502,9.798096e-7,0.9634845,0.001077166,6.346042e-7,0.0002193676,0.0001241096,2.165994e-7,0.00001300096,0.0003219236,0.03463507],"study_design_scores_gemma":[0.0002661592,0.0007827431,1.031956e-7,0.9121784,0.005960622,0.0000703437,0.00004602083,0.01035776,0.000003380787,0.000003978806,0.07004042,0.0002900491],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.762516e-7,0.6233359,0.01784936,0.00003676132,0.0002598659,0.358364,0.00003345236,0.0000458586,0.00007462857],"genre_scores_gemma":[3.595098e-7,0.5934426,0.01610734,0.00004623561,0.00006371348,0.3900886,0.00002562778,0.00007446747,0.0001509935],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0697185,"threshold_uncertainty_score":0.9997505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3709743898178133,"score_gpt":0.5691123790827832,"score_spread":0.1981379892649699,"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."}}