{"id":"W4387942146","doi":"10.2196/47762","title":"The Readability and Quality of Web-Based Patient Information on Nasopharyngeal Carcinoma: Quantitative Content Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Readability; Medicine; Nasopharyngeal carcinoma; Medical diagnosis; Disease; Quality (philosophy); World Wide Web; Internal medicine; Computer science; Pathology; Radiation therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01823101,0.0001600161,0.0004440929,0.0008183767,0.002254172,0.00005451345,0.0002823666,0.0001552027,0.00009337764],"category_scores_gemma":[0.003192352,0.00009774655,0.0001368348,0.002932589,0.0005037471,0.001644345,0.0002400603,0.001125393,0.0003243509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003874142,"about_ca_system_score_gemma":0.0006771863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007883944,"about_ca_topic_score_gemma":0.0002237053,"domain_scores_codex":[0.9903287,0.004823805,0.002546367,0.0002006958,0.00135537,0.0007450498],"domain_scores_gemma":[0.9863285,0.009329526,0.000941038,0.0006213535,0.002554327,0.0002252279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004799811,0.0003655661,0.7168921,0.004365956,0.0002590573,6.286211e-7,0.1677467,0.0001409423,0.00007663693,0.05441303,0.01145962,0.03947997],"study_design_scores_gemma":[0.0009323798,0.0005874121,0.9178454,0.00007690364,0.000008900001,3.335318e-8,0.03683648,0.03553278,0.0001613842,0.000397185,0.007516453,0.0001047457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891191,0.00003293295,0.0002020941,0.001521746,0.0001503385,0.002063486,0.0004439369,0.0000745218,0.006391837],"genre_scores_gemma":[0.9982294,0.00003919423,0.00007762633,0.0004714859,0.00001409921,0.0008323462,0.0002583097,0.000005662221,0.00007181647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2009533,"threshold_uncertainty_score":0.9990448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3009680629484942,"score_gpt":0.5586904861373064,"score_spread":0.2577224231888122,"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."}}