{"id":"W3108598419","doi":"10.1093/nop/npaa082","title":"Analysis of the quality of meningioma education resources available on the Internet","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology Practice","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Readability; The Internet; Quality (philosophy); Medicine; Population; Accountability; Interactivity; Computer science; World Wide Web","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004865899,0.00009266931,0.0003507134,0.00008785173,0.0003171898,0.000007602125,0.0004671887,0.0001462171,0.001786276],"category_scores_gemma":[0.02887938,0.0000524764,0.0001186619,0.001153257,0.0001284609,0.0004690916,0.0001882842,0.0008679324,0.0001676471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008713549,"about_ca_system_score_gemma":0.0008217041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006226928,"about_ca_topic_score_gemma":0.00005141478,"domain_scores_codex":[0.990805,0.006909127,0.001581858,0.0002035528,0.0003117358,0.0001887763],"domain_scores_gemma":[0.9808987,0.01497635,0.002914904,0.0005661647,0.0005598172,0.00008400931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003863383,0.00121189,0.5670705,0.001025011,0.0007287314,8.19217e-7,0.1486945,0.0001432061,0.00439778,0.03375503,0.2274449,0.01166417],"study_design_scores_gemma":[0.0002446703,0.0001856832,0.07755977,0.00002546496,0.000246226,3.836171e-7,0.007422275,0.001760967,0.000386797,0.00003277968,0.9120849,0.0000501361],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7946444,0.0000443535,0.00006936923,0.06853447,0.0005194984,0.0006653173,0.00002273796,0.00002345007,0.1354764],"genre_scores_gemma":[0.9011344,0.00001909456,0.0002186268,0.09805331,0.00008291547,0.00005787928,0.000007485032,0.000004981069,0.0004213124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6846399,"threshold_uncertainty_score":0.9991263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455591670394091,"score_gpt":0.4981847620404578,"score_spread":0.3526255950010486,"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."}}