{"id":"W2424151390","doi":"10.1309/ajcpo47vawyridhg","title":"Limiting the Testing of AST","year":2015,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Folate and B Vitamins Research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Limiting; Alanine aminotransferase; Medicine; Internal medicine; Outpatient clinic; Gastroenterology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004654945,0.00006607566,0.0006593703,0.0000803392,0.00002321523,0.0000041959,0.0001873549,0.00005017707,0.00001257571],"category_scores_gemma":[0.017772,0.00003595795,0.0001841998,0.0003174098,0.001019726,0.00003614637,0.00006637348,0.0007416217,0.00001426296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001220272,"about_ca_system_score_gemma":0.0004391178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001666435,"about_ca_topic_score_gemma":0.000001538418,"domain_scores_codex":[0.9977936,0.0004973992,0.001091332,0.00009575947,0.0003291788,0.0001927273],"domain_scores_gemma":[0.9953008,0.002530632,0.0009240144,0.0001999656,0.0007996332,0.0002449331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005510092,0.0002178386,0.5375948,0.000007556273,0.00007477001,0.0007537269,0.0002225422,0.000009454825,0.001128007,0.00003079277,0.0007967667,0.4586128],"study_design_scores_gemma":[0.004367023,0.03816873,0.9288522,0.0002298275,0.000264042,0.009900732,0.005377777,0.0004484542,0.0005412075,0.0005143571,0.01119301,0.0001426523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921432,0.0001890598,0.000171482,0.00301265,0.0001895455,0.00004971502,8.211634e-7,0.000004250971,0.004239267],"genre_scores_gemma":[0.9915009,0.00005787886,0.006878335,0.0008766938,0.0005998219,4.476576e-7,3.037668e-7,0.000009662411,0.00007597372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4584701,"threshold_uncertainty_score":0.9905017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2860692567887605,"score_gpt":0.4927152715262986,"score_spread":0.2066460147375381,"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."}}