{"id":"W3123103654","doi":"10.2196/25602","title":"Quality and Readability of Web-Based Information for Patients With Pancreatic Cysts: DISCERN and Readability Test Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Readability; Reading (process); Medicine; Quality (philosophy); Test (biology); Information quality; Pancreatic cancer; Medical education; Internal medicine; Computer science; Cancer; Information system","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":[],"consensus_categories":[],"category_scores_codex":[0.001539162,0.0001563117,0.000531285,0.0001019559,0.0003722105,0.0000250403,0.00007093213,0.0001458928,0.0002559542],"category_scores_gemma":[0.001546774,0.0001134045,0.00006626845,0.0005844768,0.00014092,0.001133408,0.00005500209,0.0002227691,0.000001880549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002490791,"about_ca_system_score_gemma":0.0008296536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009056585,"about_ca_topic_score_gemma":0.001589338,"domain_scores_codex":[0.9971514,0.0004149875,0.001582462,0.0002666937,0.0002957753,0.0002887367],"domain_scores_gemma":[0.9954707,0.001510977,0.0009118085,0.0005163098,0.0014193,0.0001709172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003833797,0.0001486924,0.9825743,0.004105905,0.00004718929,2.329629e-8,0.001562299,0.000007494863,0.000004119602,0.00005313987,0.0001686944,0.01094477],"study_design_scores_gemma":[0.001142104,0.00009676041,0.989006,0.0001521627,0.0001074468,3.301417e-8,0.0006533902,0.002900128,0.00003508255,0.0001389342,0.005633866,0.0001341333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939968,0.00005407791,0.001205197,0.000715972,0.00005841791,0.001760188,0.001641443,0.00003934816,0.0005285423],"genre_scores_gemma":[0.9954202,0.00002469103,0.001650908,0.001364353,0.00002472154,0.0009290802,0.0005270944,0.00000654833,0.00005240177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01081064,"threshold_uncertainty_score":0.4624499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03271677220389842,"score_gpt":0.4391850339030443,"score_spread":0.4064682616991458,"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."}}