{"id":"W7005126961","doi":"","title":"Physiciansâ practices for diagnosing liver fibrosis in chronic liver diseases: A nationwide, Canadian survey","year":2014,"lang":"en","type":"article","venue":"PubMed Central","topic":"Phytochemistry and Biological Activities","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Liver fibrosis; Fibrosis; Chronic liver disease; Chronic disease; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001126066,0.0003089863,0.0004501188,0.00221324,0.002278858,0.001045354,0.001683659,0.0008369743,0.004321765],"category_scores_gemma":[0.007979837,0.0004987529,0.000632844,0.007845022,0.0005637498,0.0006098313,0.0008236482,0.0008407543,0.0004117117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01758414,"about_ca_system_score_gemma":0.0353661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9927863,"about_ca_topic_score_gemma":0.9960594,"domain_scores_codex":[0.9977611,0.000166681,0.0002688454,0.0002644907,0.001140165,0.0003987049],"domain_scores_gemma":[0.9923072,0.0006043549,0.002003337,0.000180203,0.003582038,0.001322899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003273296,0.00003913616,0.986704,0.0002064164,0.00005753916,0.00006901645,0.0006872417,0.00005617299,0.0001394768,0.00009542471,0.00638447,0.005528481],"study_design_scores_gemma":[0.000008026649,0.00001200505,0.9972058,0.00007655449,0.00002750516,0.00006342258,0.0008672391,0.0001035139,0.00002168235,0.00001228816,0.001591947,0.00001000843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9061357,0.007979273,0.0005257442,0.005498357,0.0001172345,0.0004745244,0.05627263,0.0000965272,0.02289995],"genre_scores_gemma":[0.9853668,0.004205627,0.001064762,0.001233477,0.0000282913,0.00009576548,0.005599862,0.00001584925,0.002389532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01758414,"threshold_uncertainty_score":0.1275824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03371223085340418,"score_gpt":0.2241564400120596,"score_spread":0.1904442091586554,"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."}}