{"id":"W2945176009","doi":"10.1136/bmjopen-2018-027750","title":"Statistical tools used for analyses of frequent users of emergency department: a scoping review","year":2019,"lang":"en","type":"review","venue":"BMJ Open","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; Université de Sherbrooke","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Emergency department; Medical emergency; Data science; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.1283042,0.003255679,0.01331289,0.07549664,0.002851269,0.008344702,0.005223683,0.004605988,0.01136732],"category_scores_gemma":[0.4169618,0.002321504,0.01430161,0.0608939,0.004073978,0.007721569,0.005965142,0.003072357,0.001583019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01020478,"about_ca_system_score_gemma":0.04242192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00539784,"about_ca_topic_score_gemma":0.01033088,"domain_scores_codex":[0.8106475,0.07153829,0.08810613,0.005117387,0.02314662,0.001444083],"domain_scores_gemma":[0.5309519,0.372768,0.05221799,0.0088131,0.03418402,0.001065011],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001119855,0.0000169154,0.0008070208,0.9465302,0.003112608,0.0001120951,0.0006593188,0.0001767757,0.0001509499,0.001265646,0.002771209,0.04428525],"study_design_scores_gemma":[0.00008877134,0.00008614695,0.001603652,0.9630307,0.01115596,0.0001403843,0.0006460685,0.0001492225,0.0001978252,0.001531814,0.02131953,0.00004993912],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002817433,0.9104218,0.01655094,0.004388097,0.001593099,0.04980575,0.01091548,0.0002795548,0.003227724],"genre_scores_gemma":[0.03231006,0.7585123,0.05786381,0.001810504,0.0005328513,0.141582,0.006320609,0.0001662062,0.0009016171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9866871,"threshold_uncertainty_score":0.6785455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5258936722755545,"score_gpt":0.5953403568634187,"score_spread":0.06944668458786418,"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."}}