{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.02922393,0.000327653,0.0006661356,0.0004156962,0.0002885099,0.0001196778,0.001519168,0.0004062416,0.001650703],"category_scores_gemma":[0.1045334,0.0002211521,0.0002912856,0.0005101779,0.002976829,0.001485627,0.001408623,0.002390805,0.07671049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002814942,"about_ca_system_score_gemma":0.0003516627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001283665,"about_ca_topic_score_gemma":0.0002804256,"domain_scores_codex":[0.9767293,0.01585266,0.001513119,0.001484022,0.001817743,0.002603204],"domain_scores_gemma":[0.9739531,0.02075175,0.0004912004,0.001782224,0.001954463,0.001067285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03665401,0.01339819,0.6013722,0.00002768709,0.0006854112,0.001153657,0.0001130569,0.000002539191,0.01501699,0.003122681,0.2645578,0.0638958],"study_design_scores_gemma":[0.006174424,0.01756396,0.02861943,0.00009844889,0.00008955543,0.0005196243,0.0003021601,0.0000249012,0.0001299822,0.0008660532,0.9454077,0.0002037696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8919166,0.0001570201,0.001905219,0.08080926,0.0009366315,0.001149389,0.00009707598,0.0003373461,0.0226915],"genre_scores_gemma":[0.9848547,0.0007452655,0.004945079,0.001787072,0.001149834,0.000210889,0.000006785844,0.0001749839,0.006125385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6808499,"threshold_uncertainty_score":0.9999107,"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."}}