{"id":"W7164764070","doi":"10.70082/2t3gny53","title":"Effectiveness Of Evidence-Based Pain Assessment Tools Used By Healthcare Professionals In Emergency, Intensive Care, Oncology, And Public Health Settings: A Systematic Review","year":2025,"lang":"","type":"article","venue":"The Review of Diabetic Studies","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Pain assessment; Systematic review; Critical appraisal; MEDLINE; Cochrane Library; Public health; Risk assessment","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":[0.02888897,0.00252071,0.01631757,0.01753859,0.001131452,0.00454428,0.003135174,0.003042651,0.003919233],"category_scores_gemma":[0.1297916,0.001862977,0.01698067,0.01366595,0.001715556,0.004426236,0.00310384,0.001733099,0.0002780824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008353416,"about_ca_system_score_gemma":0.0174924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00999303,"about_ca_topic_score_gemma":0.02263296,"domain_scores_codex":[0.9637822,0.0123789,0.01490449,0.001963553,0.006326746,0.000644192],"domain_scores_gemma":[0.8783807,0.08767897,0.02341777,0.001425754,0.008214357,0.0008824018],"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":[0.0003124732,0.0000225687,0.001143733,0.965202,0.01734917,0.00004866799,0.0002078293,0.00008027899,0.00005697347,0.00009134539,0.000288092,0.01519697],"study_design_scores_gemma":[0.000560287,0.0002870558,0.004800895,0.8321835,0.1574863,0.0002107621,0.0003800511,0.0001371494,0.000191424,0.0002052049,0.003510196,0.00004714844],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003252685,0.9939578,0.0002951669,0.0002507548,0.0001119999,0.001330364,0.0005046688,0.00001448843,0.0002819966],"genre_scores_gemma":[0.06935495,0.9229086,0.002321274,0.0007905037,0.0001296102,0.00385406,0.000481398,0.00001385856,0.0001456583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02888897,"threshold_uncertainty_score":0.1527813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1254517642349763,"score_gpt":0.4624150851245677,"score_spread":0.3369633208895915,"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."}}