{"id":"W4393956343","doi":"10.2196/55202","title":"A Health Information Technology Protocol to Enhance Colorectal Cancer Screening","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Colorectal cancer; Computer science; Medicine; Cancer; World Wide Web; Internal medicine; Alternative medicine","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":[0.1480602,0.001433241,0.0010668,0.005621065,0.00419333,0.002482925,0.002792411,0.00526436,0.0274876],"category_scores_gemma":[0.1975811,0.001663402,0.002723283,0.002833406,0.001564638,0.003192447,0.004774658,0.006596799,0.00799047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005468818,"about_ca_system_score_gemma":0.03410729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002393352,"about_ca_topic_score_gemma":0.005198405,"domain_scores_codex":[0.8432359,0.112161,0.02936911,0.001881006,0.01031394,0.003039067],"domain_scores_gemma":[0.8286578,0.1003796,0.01140693,0.01777755,0.03577854,0.005999591],"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":[0.01199087,0.0195808,0.005315461,0.01775743,0.0003001327,0.0008648435,0.00907964,0.002531553,0.004444615,0.02943051,0.2251237,0.6735805],"study_design_scores_gemma":[0.05150713,0.02199344,0.04078831,0.01832286,0.001108522,0.0007260156,0.005349504,0.006072107,0.01436638,0.01858019,0.820347,0.0008386507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005344727,0.0002230666,0.02772072,0.007067771,0.001427739,0.9357265,0.004412168,0.0007469626,0.01733029],"genre_scores_gemma":[0.006319853,0.0003382321,0.06145246,0.002097086,0.0001674857,0.9242387,0.001200319,0.00004064945,0.004145074],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1480602,"threshold_uncertainty_score":0.7830263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263439539224723,"score_gpt":0.4798607370046867,"score_spread":0.4372263416124395,"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."}}