{"id":"W2991879175","doi":"10.1371/journal.pone.0225414","title":"What do we really know about the appropriateness of radiation emitting imaging for low back pain in primary and emergency care? A systematic review and meta-analysis of medical record reviews","year":2019,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Appropriateness criteria; Medicine; Meta-analysis; Medical physics; MEDLINE; Primary care; Emergency department; Family medicine; Pathology; Radiology; Nursing","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09697752,0.003299735,0.03354066,0.01490059,0.001016018,0.007912841,0.003737182,0.004463523,0.003239915],"category_scores_gemma":[0.270019,0.003440748,0.05079702,0.01363408,0.002175941,0.007222,0.002793784,0.003252468,0.0003935425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006853595,"about_ca_system_score_gemma":0.009749639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008262345,"about_ca_topic_score_gemma":0.01581069,"domain_scores_codex":[0.881649,0.06693798,0.03511338,0.005692795,0.00934184,0.00126494],"domain_scores_gemma":[0.7288992,0.217237,0.03383101,0.006313759,0.01266203,0.001056997],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0007247247,0.00002007725,0.003289744,0.6416516,0.3409863,0.00006852149,0.0002469701,0.0002124081,0.00008422542,0.0001704387,0.0005095891,0.01203534],"study_design_scores_gemma":[0.0005813151,0.0002712195,0.004114024,0.1859322,0.8051751,0.0001435431,0.0002001642,0.0001911019,0.0001583369,0.0004915929,0.002685086,0.00005632064],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00197313,0.9954615,0.0007799071,0.000692446,0.0002078373,0.0003776643,0.0003449651,0.00001880255,0.000143563],"genre_scores_gemma":[0.123611,0.8630038,0.005736721,0.002516367,0.0006452922,0.003609361,0.0006631531,0.00005400343,0.0001602483],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9030225,"threshold_uncertainty_score":0.5128723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09856853346432175,"score_gpt":0.346457914494152,"score_spread":0.2478893810298303,"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."}}