{"id":"W4386497587","doi":"10.2196/46865","title":"Colorectal Cancer Screening Decision Based on Predicted Risk: Protocol for a Pilot Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colonoscopy; Medicine; Randomized controlled trial; Colorectal cancer screening; Colorectal cancer; Protocol (science); Test (biology); Cancer screening; Incidence (geometry); Risk assessment; Cancer; Internal medicine; Alternative medicine; Computer science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.03429655,0.006425186,0.01132119,0.002330432,0.003366747,0.003843124,0.003238905,0.007270738,0.08630864],"category_scores_gemma":[0.03870714,0.003006756,0.005337508,0.003566331,0.003472487,0.003193849,0.0023038,0.007901222,0.0108767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005213877,"about_ca_system_score_gemma":0.01619327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002882307,"about_ca_topic_score_gemma":0.004915455,"domain_scores_codex":[0.9757518,0.01601458,0.002362096,0.001640269,0.00214039,0.002090972],"domain_scores_gemma":[0.9817877,0.006520905,0.003599297,0.00228457,0.003568708,0.002238842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9162782,0.01317088,0.0007186837,0.02178047,0.002555652,0.0001978389,0.0003224594,0.001928093,0.001283571,0.002877346,0.01546531,0.02342152],"study_design_scores_gemma":[0.9644876,0.01747564,0.0009354478,0.001785406,0.0008185151,0.00003388143,0.00007539562,0.001171108,0.0003442241,0.001457416,0.01135376,0.00006160487],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00147124,0.0001949021,0.0009485522,0.0001643395,0.0002892896,0.9957448,0.0006850368,0.00007275552,0.0004291391],"genre_scores_gemma":[0.001346915,0.00008820083,0.001076023,0.0001032103,0.00003581581,0.9970428,0.00007152407,0.000002892016,0.0002325317],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08630864,"threshold_uncertainty_score":0.2887311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2001133631555536,"score_gpt":0.5410980225468686,"score_spread":0.340984659391315,"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."}}