{"id":"W4410892971","doi":"10.46856/grp.13.et204","title":"Is it possible to measure our patients' pain?","year":2025,"lang":"en","type":"article","venue":"Global Rheumatology","topic":"Fibromyalgia and Chronic Fatigue Syndrome Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Measure (data warehouse); Psychology; Medicine; Computer science; Data mining","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":[0.03050054,0.001148917,0.002512354,0.002140131,0.001869414,0.007154515,0.002216893,0.00404237,0.005522732],"category_scores_gemma":[0.07176422,0.0004342137,0.001555032,0.002077688,0.00523198,0.01273567,0.003234891,0.006262203,0.003148515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002155351,"about_ca_system_score_gemma":0.004437153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002279966,"about_ca_topic_score_gemma":0.00227063,"domain_scores_codex":[0.9790344,0.01363544,0.001831986,0.001235498,0.003679047,0.0005835366],"domain_scores_gemma":[0.9643782,0.01810919,0.004335519,0.002248176,0.009077719,0.001851318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003465202,0.0005584881,0.04634743,0.005934745,0.0005506642,0.0004876474,0.004399069,0.000362838,0.0009281069,0.04814284,0.09467052,0.7972711],"study_design_scores_gemma":[0.000787221,0.004109783,0.05896967,0.04540298,0.001474115,0.00982622,0.03518029,0.00286555,0.001808505,0.2603717,0.5783968,0.0008071219],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0212252,0.2253508,0.05746267,0.6534777,0.01742178,0.0005034798,0.0009702574,0.0003233615,0.02326472],"genre_scores_gemma":[0.3567767,0.2267801,0.1685051,0.2047487,0.02800503,0.004206148,0.001463112,0.0002406176,0.009274607],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03050054,"threshold_uncertainty_score":0.1613042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260601943493037,"score_gpt":0.3342740568680677,"score_spread":0.3116680374331374,"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."}}