{"id":"W3036350176","doi":"10.1002/ejp.1623","title":"Crying out in pain—A systematic review into the validity of vocalization as an indicator for pain","year":2020,"lang":"en","type":"review","venue":"European Journal of Pain","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Marie Curie","keywords":"Crying; Association (psychology); CINAHL; Pain assessment; Population; Systematic review; Psychology; Facial expression; Medicine; MEDLINE; Clinical psychology; Physical therapy; Psychological intervention; Psychiatry; Pain management; Communication","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":[0.02436876,0.001697372,0.01063652,0.01177951,0.000863482,0.004197123,0.002582842,0.002910073,0.003842192],"category_scores_gemma":[0.1065895,0.001227732,0.01135772,0.01070012,0.001826304,0.003798015,0.002184317,0.001841547,0.0003057061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005205964,"about_ca_system_score_gemma":0.01365345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008122957,"about_ca_topic_score_gemma":0.02303123,"domain_scores_codex":[0.9735374,0.01041878,0.009308908,0.001320429,0.004931436,0.0004831003],"domain_scores_gemma":[0.9017404,0.08026613,0.0116607,0.0009720218,0.004936913,0.000423706],"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":[0.0001374118,0.00001204441,0.0005868425,0.9727256,0.006709447,0.00006077555,0.0002674274,0.00004335652,0.00007106852,0.0001539324,0.0005609472,0.01867104],"study_design_scores_gemma":[0.0001417379,0.0001554116,0.002831681,0.9431444,0.04723531,0.0002258958,0.0002962392,0.00005064412,0.00008194882,0.0001896101,0.005618987,0.00002823618],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000734645,0.9982259,0.000124928,0.0002065397,0.0001047521,0.00028965,0.0001426056,0.000004232398,0.0001668657],"genre_scores_gemma":[0.01871229,0.9782396,0.0008242808,0.0007923373,0.0001234528,0.00103443,0.0001763552,0.000007400787,0.00008986577],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02436876,"threshold_uncertainty_score":0.1288759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08304585473409455,"score_gpt":0.364107052827937,"score_spread":0.2810611980938425,"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."}}