{"id":"W4381435608","doi":"10.1097/pr9.0000000000001078","title":"Online information on chronic pain in 3 countries: an assessment of readability, credibility, and accuracy","year":2023,"lang":"en","type":"article","venue":"PAIN Reports","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Readability; Credibility; Government (linguistics); Medicine; Chronic pain; Patient education; Psychology; Medical education; Computer science; Family medicine; Physical therapy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04502091,0.0001593965,0.0003673388,0.0003202347,0.0002844492,0.00002458252,0.0001132819,0.0002095482,0.0002898163],"category_scores_gemma":[0.0110137,0.0001350987,0.00003623852,0.0005648329,0.00008123547,0.001966456,0.0001270054,0.0005683724,0.00001659468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005419543,"about_ca_system_score_gemma":0.001335218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006101406,"about_ca_topic_score_gemma":0.0006529081,"domain_scores_codex":[0.9927986,0.002530222,0.003402545,0.0002896467,0.0005145849,0.0004644054],"domain_scores_gemma":[0.99404,0.003229758,0.00135644,0.0008001989,0.0003944898,0.0001791152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003331076,0.0001492936,0.9137309,0.003546506,0.000004048519,0.000005471035,0.00378588,0.0001992747,0.000004514206,0.0002952437,0.001479012,0.07676661],"study_design_scores_gemma":[0.0003094626,0.0004464563,0.8580876,0.0005710062,0.000002776002,0.000001550315,0.002489354,0.09053661,0.000005503787,0.001976186,0.04543537,0.0001381357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934634,0.00002067156,0.001567489,0.0009884153,0.0003046037,0.001649649,0.00008449185,0.0001701671,0.00175111],"genre_scores_gemma":[0.9954854,0.0001142114,0.000616628,0.002654807,0.00008968882,0.0001786794,0.0008141099,0.000009037716,0.00003743433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09033733,"threshold_uncertainty_score":0.997317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05883860042815415,"score_gpt":0.4986119233689816,"score_spread":0.4397733229408274,"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."}}