{"id":"W3126266234","doi":"10.1002/jpen.2078","title":"Disseminating Knowledge in Intestinal Failure: Initial Report of the Learn Intestinal Failure Tele‐ECHO (LIFT‐ECHO) Project","year":2021,"lang":"en","type":"article","venue":"Journal of Parenteral and Enteral Nutrition","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Dissemination; Echo (communications protocol); Intestinal failure; Lift (data mining); Medicine; Computer science; Intensive care medicine; Machine learning; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.02209414,0.0002708825,0.0002311758,0.001353912,0.001536096,0.002204701,0.001019219,0.001196555,0.002936741],"category_scores_gemma":[0.06411923,0.0003364747,0.0005157189,0.001357935,0.001097348,0.002120653,0.005950965,0.002322297,0.000444445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002249823,"about_ca_system_score_gemma":0.01248771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006881721,"about_ca_topic_score_gemma":0.01068919,"domain_scores_codex":[0.9909667,0.004806507,0.0005799707,0.0003297087,0.002129262,0.00118801],"domain_scores_gemma":[0.9429339,0.02586445,0.005652423,0.002509587,0.009311008,0.01372862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005012187,0.004976899,0.4683822,0.002469071,0.0002023259,0.004464822,0.03295072,0.0007056072,0.001246796,0.002097137,0.06134147,0.4206617],"study_design_scores_gemma":[0.0004462665,0.006025547,0.7298363,0.005858161,0.0002666859,0.005155867,0.099703,0.002188887,0.002834943,0.001586269,0.1459514,0.0001467233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9029923,0.003604087,0.004982955,0.05754942,0.0004841142,0.004721188,0.002907425,0.0002091584,0.02254942],"genre_scores_gemma":[0.9663966,0.006690851,0.007933448,0.009330033,0.0003405991,0.003113872,0.002463356,0.00009935269,0.003631844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02209414,"threshold_uncertainty_score":0.1168464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174290841860449,"score_gpt":0.2861731847025605,"score_spread":0.274430276283956,"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."}}