{"id":"W2755956033","doi":"10.1007/s40037-017-0386-5","title":"Learning to prescribe intravenous fluids: A&amp;nbsp;scoping review","year":2017,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Medicine; Psychological intervention; Graduation (instrument); Preparedness; Medical education; Harm; SAFER; Task (project management); Nursing; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009112285,0.00158708,0.002988518,0.01972374,0.001199902,0.004471669,0.001547551,0.003081677,0.006569827],"category_scores_gemma":[0.060742,0.001046854,0.002969548,0.02040782,0.001561689,0.003738113,0.002553305,0.001693214,0.001114215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004007654,"about_ca_system_score_gemma":0.02048474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067727,"about_ca_topic_score_gemma":0.0206071,"domain_scores_codex":[0.9923005,0.002229185,0.003074566,0.0004758029,0.001672233,0.0002476471],"domain_scores_gemma":[0.9489662,0.03843488,0.005798148,0.0007913939,0.005498622,0.0005107382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006507032,0.00003403328,0.0007945353,0.7139187,0.000937026,0.000219506,0.0009404669,0.0001678607,0.0002204351,0.001635585,0.01122722,0.2698397],"study_design_scores_gemma":[0.00001431752,0.00002973454,0.001227071,0.9384133,0.002071311,0.0002163361,0.0004635199,0.00004230304,0.0001218143,0.0006748782,0.05671038,0.00001514928],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004780259,0.9944862,0.0003927028,0.001453399,0.0003799138,0.0002976258,0.0002478768,0.00001467853,0.002249575],"genre_scores_gemma":[0.003536304,0.99393,0.0009535045,0.0005795819,0.0001529049,0.0003766204,0.0001691218,0.000005257627,0.0002967086],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01972374,"threshold_uncertainty_score":0.04819095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821672201793634,"score_gpt":0.4096694225428094,"score_spread":0.381452700524873,"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."}}