{"id":"W3198792488","doi":"10.1002/nop2.1044","title":"Algorithmic approaches to ostomy management: An integrative review","year":2021,"lang":"en","type":"review","venue":"Nursing Open","topic":"Stoma care and complications","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; Royal Victoria Regional Health Centre; Queen's University","funders":"","keywords":"CINAHL; Computer science; MEDLINE; Critical appraisal; Systematic review; Data science; Algorithm; Management science; Medicine; Nursing; Psychological intervention; Alternative medicine; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002289634,0.0003539792,0.001949038,0.0001646772,0.000107684,0.0001252245,0.0007360041,0.0001187444,0.0001991768],"category_scores_gemma":[0.00003020672,0.000272388,0.0003244095,0.0009031238,0.00004148669,0.0001019236,0.0001927874,0.0003401737,0.0002829631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035286,"about_ca_system_score_gemma":0.0003035057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001498499,"about_ca_topic_score_gemma":0.000002485053,"domain_scores_codex":[0.9982201,0.0001930565,0.0004457576,0.0006909496,0.0002170732,0.0002330677],"domain_scores_gemma":[0.998332,0.00003816165,0.0001495444,0.001172854,0.00008608271,0.0002214085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001918941,0.00014919,6.307128e-8,0.0110509,0.0001698818,0.00003053041,0.0001384797,9.150995e-9,1.356185e-8,0.003757063,0.03379969,0.9509023],"study_design_scores_gemma":[0.00007935787,0.00006884587,0.000002377909,0.3192274,0.002190411,0.0001968684,0.0001896039,0.000001046716,2.236659e-7,0.00004768161,0.6778113,0.0001848871],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.893055e-8,0.8393494,0.0005165149,0.001235559,0.0001395062,0.004794796,0.00002115893,0.00004276857,0.1539002],"genre_scores_gemma":[1.717226e-7,0.9735279,0.01587562,0.001274069,0.0001704259,0.001624646,0.001173704,0.00006351136,0.006289967],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9507174,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4366907896662663,"score_gpt":0.4879673803703096,"score_spread":0.05127659070404328,"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."}}