{"id":"W3200715558","doi":"10.1101/2021.09.13.21263529","title":"How do we measure the adequacy of cancer pain management? Testing the performance of 4 commonly used measures and steps towards measurement refinement","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; York University; Université Laval; Princess Margaret Cancer Centre; University Health Network; University of Toronto; Mount Sinai Hospital; Michel-Sarrazin; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Fondation du cancer du sein du Québec","keywords":"Cancer pain; Medicine; Biopsychosocial model; Construct validity; Physical therapy; Cancer; Pain management; Pain catastrophizing; Chronic pain; Psychometrics; Clinical psychology; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.1416131,0.001074756,0.001714524,0.003325872,0.001399548,0.004795024,0.002140142,0.001326869,0.001004215],"category_scores_gemma":[0.2853201,0.0006682274,0.002449413,0.00390479,0.003355295,0.004465835,0.002549868,0.002449762,0.0003431539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002917617,"about_ca_system_score_gemma":0.004890478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005301533,"about_ca_topic_score_gemma":0.007825898,"domain_scores_codex":[0.8847166,0.07678028,0.0135462,0.003640751,0.01999439,0.00132169],"domain_scores_gemma":[0.6791128,0.2223226,0.0364004,0.01721215,0.04240678,0.002545257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002792818,0.0005030175,0.803584,0.001638902,0.002190557,0.00004052134,0.003334051,0.001724755,0.0007748872,0.003378622,0.002026923,0.1805244],"study_design_scores_gemma":[0.0001471354,0.002691885,0.9349272,0.003976541,0.00115582,0.0002146432,0.00714256,0.0240392,0.003185121,0.01311822,0.009153098,0.0002486618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8253856,0.01452585,0.1238732,0.01123583,0.0007948051,0.004007347,0.001343745,0.0004555139,0.01837811],"genre_scores_gemma":[0.9293994,0.001390637,0.06628253,0.0007135849,0.00009652267,0.001426819,0.0003690662,0.00004478074,0.0002764955],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1416131,"threshold_uncertainty_score":0.7489305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08692354966370813,"score_gpt":0.2790808508275227,"score_spread":0.1921573011638145,"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."}}