{"id":"W4232378988","doi":"10.1016/j.bpg.2016.02.012","title":"Preface","year":2016,"lang":"en","type":"article","venue":"Best Practice & Research Clinical Gastroenterology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002444778,0.0007863685,0.0005599863,0.002862476,0.002431644,0.003544207,0.001154707,0.001117321,0.3677933],"category_scores_gemma":[0.02768903,0.0002422224,0.0005078911,0.001558668,0.0006028828,0.002150815,0.002345455,0.00334901,0.2620242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079731,"about_ca_system_score_gemma":0.003513075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005226902,"about_ca_topic_score_gemma":0.00568805,"domain_scores_codex":[0.9987802,0.000234566,0.00008236356,0.0001531292,0.0006404851,0.0001092283],"domain_scores_gemma":[0.986198,0.00243267,0.000448438,0.0009354214,0.008341929,0.001643516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001837323,0.00001061231,0.00006131191,0.00005999721,8.946755e-7,0.00002504357,0.00003352008,0.00002428109,0.00004120045,0.001839683,0.9757186,0.02216648],"study_design_scores_gemma":[0.000004856827,0.000009485493,0.000199133,0.0001373879,0.000001471858,0.00004617923,0.00006723653,0.00001951771,0.00006479648,0.001850549,0.9975953,0.000004205033],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001256647,0.01003968,0.007065523,0.07351727,0.4329591,0.0008810696,0.01335368,0.001785185,0.4591418],"genre_scores_gemma":[0.00673298,0.005453181,0.00427141,0.02037062,0.06227143,0.000737368,0.009676471,0.00115301,0.8893335],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6322067,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2586744892237044,"score_gpt":0.5523425720542818,"score_spread":0.2936680828305774,"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."}}