{"id":"W2121102689","doi":"10.1136/gut.2003.034363","title":"New approaches to enhance the accuracy of the diagnosis of reflux disease","year":2004,"lang":"en","type":"review","venue":"Gut","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Gold standard (test); Medicine; Reflux; Disease; Diagnostic accuracy; Bayesian probability; Latent class model; Primary care; Internal medicine; Statistics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.006089057,0.001353634,0.003623532,0.006764697,0.0003372649,0.001847983,0.002026431,0.001877286,0.007355443],"category_scores_gemma":[0.008027145,0.0005849503,0.001926153,0.004537068,0.00117057,0.002866605,0.001055598,0.002114211,0.002393874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001653253,"about_ca_system_score_gemma":0.001862334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002518707,"about_ca_topic_score_gemma":0.00430559,"domain_scores_codex":[0.9977853,0.0008590784,0.0002975392,0.0002250882,0.0007638324,0.00006916935],"domain_scores_gemma":[0.9953865,0.003184796,0.000401333,0.0001754718,0.0007900982,0.0000617133],"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":[0.000107408,0.00008944413,0.0003357187,0.04204914,0.0004752737,0.0001291372,0.0001020088,0.0003534692,0.0008502059,0.005826508,0.009383664,0.940298],"study_design_scores_gemma":[0.0002086002,0.000364497,0.005393949,0.02934095,0.001328407,0.003118768,0.0002401555,0.0005879001,0.001582863,0.009922547,0.9478189,0.00009251865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001776937,0.9974389,0.0005135136,0.0004907711,0.0001628303,0.0000248861,0.00002170588,0.00001102703,0.001158711],"genre_scores_gemma":[0.002129403,0.9938328,0.002922299,0.0002720323,0.0002154832,0.00004226702,0.00004465036,0.00000429566,0.0005367029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007355443,"threshold_uncertainty_score":0.03220242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.165780668675221,"score_gpt":0.3882216996941073,"score_spread":0.2224410310188863,"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."}}