{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003299888,0.0001255049,0.0001487588,0.00000994742,0.0001651122,0.0000953816,0.000189165,0.0000865498,0.00007751944],"category_scores_gemma":[0.001122878,0.0000545761,0.00007519066,0.0001878988,0.00005795653,0.0002678013,0.00002405154,0.00008917515,0.000004472094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002683269,"about_ca_system_score_gemma":0.00005323164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06831855,"about_ca_topic_score_gemma":0.5161592,"domain_scores_codex":[0.9984328,0.0001368551,0.0001266126,0.0002810088,0.00009826833,0.0009245048],"domain_scores_gemma":[0.9983813,0.001112476,0.0001221332,0.00003800107,0.00003377314,0.00031238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001326741,0.0002775049,0.6086226,0.00006696497,0.00002696831,0.000005685009,0.00008307178,0.00003973263,0.01228292,0.0002074119,0.001359916,0.3768945],"study_design_scores_gemma":[0.000120184,0.00006753792,0.9743832,0.00001570712,0.000008608099,5.40614e-7,0.00002424928,0.0004824208,0.003171521,0.0001578136,0.02140472,0.000163493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977759,0.0002991233,0.000004079754,0.0005623895,0.0001155999,0.0003843642,0.0004464209,0.00002630591,0.0003857884],"genre_scores_gemma":[0.9980414,0.00009846176,0.00001304345,0.0002998049,0.0008706052,0.0002416602,0.0003409272,9.095447e-7,0.00009316912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4478406,"threshold_uncertainty_score":0.9378856,"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."}}