{"id":"W2607440911","doi":"10.1186/s41512-017-0013-2","title":"Systematic review of the effects of care provided with and without diagnostic clinical prediction rules","year":2017,"lang":"en","type":"review","venue":"Diagnostic and Prognostic Research","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; National Medical Research Council; Medical Research Council","keywords":"Medicine; Triage; Chest pain; Randomized controlled trial; Physical therapy; Emergency medicine; Pneumonia; Medical prescription; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01718951,0.002167475,0.01600439,0.008519645,0.000759911,0.003439225,0.002372288,0.002317339,0.005473774],"category_scores_gemma":[0.09152494,0.001557776,0.01534489,0.008396425,0.001365102,0.002466721,0.001719782,0.002044977,0.0003809023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005765154,"about_ca_system_score_gemma":0.01151098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01177974,"about_ca_topic_score_gemma":0.02384801,"domain_scores_codex":[0.9737775,0.01250044,0.008585118,0.001729624,0.002921744,0.0004855382],"domain_scores_gemma":[0.9292594,0.05432943,0.01101506,0.001159809,0.003703217,0.0005329779],"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":[0.0006088629,0.00001527115,0.0005514937,0.9448899,0.04264993,0.00005811501,0.00008462121,0.0001047045,0.00008480371,0.0001314333,0.0005790172,0.01024173],"study_design_scores_gemma":[0.00149465,0.000481281,0.004413959,0.629104,0.3553651,0.0002385593,0.0001749971,0.0001348484,0.0002118702,0.000396639,0.007934516,0.00004957829],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002396994,0.9949089,0.0002664853,0.0003259739,0.00022658,0.0006748638,0.0008474533,0.00001579538,0.0003369877],"genre_scores_gemma":[0.06089808,0.9329677,0.001679961,0.001068203,0.00021849,0.002177885,0.0007495718,0.00002565785,0.0002145376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01718951,"threshold_uncertainty_score":0.09090793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2208296679099567,"score_gpt":0.5047728361852114,"score_spread":0.2839431682752547,"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."}}