{"id":"W4415536077","doi":"10.1016/j.eclinm.2025.103586","title":"Identifying Social factors that Stratify Health Opportunities and Outcomes (ISSHOOs) in pain research: consensus recommendations for the collection and reporting of equity-relevant data","year":2025,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Health Canada; Ottawa Hospital; Hospital for Sick Children; University of Ottawa","funders":"HORIZON EUROPE European Innovation Council; National Health and Medical Research Council; ZonMw; International Association for the Study of Pain; Canada Excellence Research Chairs, Government of Canada; MAYDAY Fund","keywords":"Data collection; MEDLINE; Social media; Public health; Health professionals; Horizon","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7667596,0.004633981,0.0114801,0.03413567,0.009222532,0.02469207,0.02003322,0.01777405,0.005495489],"category_scores_gemma":[0.7525374,0.00542077,0.02058064,0.02970312,0.02621408,0.03699186,0.03989209,0.0255508,0.002755521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03668329,"about_ca_system_score_gemma":0.1931171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03234747,"about_ca_topic_score_gemma":0.03787484,"domain_scores_codex":[0.2978384,0.4986446,0.1370087,0.0142265,0.04511536,0.007166318],"domain_scores_gemma":[0.1025084,0.698491,0.04059527,0.03694527,0.1111713,0.01028887],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005262754,0.0005677265,0.0183886,0.138256,0.002833399,0.0003225717,0.06522318,0.001550176,0.000628005,0.07617298,0.1320964,0.5634345],"study_design_scores_gemma":[0.0007195094,0.0002432065,0.01395916,0.5771393,0.002564918,0.000218967,0.05371526,0.002169124,0.001049488,0.1432497,0.2043451,0.0006263941],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009483187,0.1634472,0.1260315,0.6299244,0.01533347,0.03350118,0.007489273,0.0006810628,0.01410859],"genre_scores_gemma":[0.06965805,0.07951979,0.6913336,0.05410939,0.002265558,0.09262179,0.008125369,0.0004403908,0.001926068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2332404,"threshold_uncertainty_score":0.287627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7369438983583666,"score_gpt":0.5965068148335472,"score_spread":0.1404370835248194,"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."}}