{"id":"W4394696739","doi":"10.2196/56607","title":"Impact of an Automated Population-Level Cirrhosis Screening Program Using Common Pathology Tests on Rates of Cirrhosis Diagnosis and Linkage to Specialist Care (CAPRISE): Protocol for a Pilot Prospective Single-Arm Intervention Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Protocol (science); Linkage (software); Physical therapy; Intervention (counseling); Cirrhosis; Population; Pathology; Alternative medicine; Internal medicine; Nursing; Environmental health","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":[0.04596899,0.005474329,0.00622343,0.002854446,0.004012671,0.00264114,0.003502518,0.004869498,0.02689753],"category_scores_gemma":[0.03735783,0.002854591,0.005871934,0.003050566,0.003889951,0.003024857,0.003130735,0.005222781,0.006523451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006902259,"about_ca_system_score_gemma":0.02304279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005689267,"about_ca_topic_score_gemma":0.005411926,"domain_scores_codex":[0.9654525,0.02243462,0.004229849,0.002460978,0.002580728,0.002841398],"domain_scores_gemma":[0.9691357,0.006779045,0.006455693,0.004810305,0.008638391,0.004180884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.7911267,0.1286983,0.009609297,0.005712996,0.001635282,0.0003160736,0.0009513694,0.004225096,0.002161921,0.001242529,0.01131447,0.04300584],"study_design_scores_gemma":[0.627085,0.3184094,0.03189185,0.001034327,0.0009425189,0.00008834033,0.0005224181,0.00224888,0.002359103,0.0014154,0.01373874,0.0002640773],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.007904016,0.00004654975,0.001059399,0.00008888325,0.00009612881,0.989175,0.001144716,0.00006795918,0.0004173513],"genre_scores_gemma":[0.00582072,0.00002919014,0.001784992,0.00006731334,0.00002739,0.9918675,0.0002464571,0.000005230081,0.0001511702],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04596899,"threshold_uncertainty_score":0.2431102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4015557542094211,"score_gpt":0.6245968990478346,"score_spread":0.2230411448384134,"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."}}