{"id":"W4286212789","doi":"10.1007/s13187-022-02198-0","title":"Quality of Online Information for Esophageal Cancer","year":2022,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Toronto; BC Cancer Agency","funders":"","keywords":"Readability; Medicine; Quality (philosophy); Esophageal cancer; The Internet; Information quality; Quality Score; Cancer; Online search; Family medicine; World Wide Web; Internal medicine; Computer science; Information system; Business; Marketing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002788135,0.00006513816,0.0002435161,0.0001959114,0.0004135469,0.000006472842,0.0001768379,0.00004874486,0.001701867],"category_scores_gemma":[0.000392565,0.00005626107,0.00008646922,0.0002505679,0.00001627455,0.001506477,0.00003341665,0.000440652,0.000001812717],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007733275,"about_ca_system_score_gemma":0.006718746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000902541,"about_ca_topic_score_gemma":0.0001072475,"domain_scores_codex":[0.9966501,0.0003406826,0.002427779,0.00004831191,0.0003731418,0.0001599874],"domain_scores_gemma":[0.9938964,0.0002606404,0.003910943,0.0001275007,0.001715328,0.00008923333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001100136,0.0004177948,0.4614459,0.002490113,0.00004288004,1.873893e-8,0.0209456,0.00117987,0.00007510175,0.002688648,0.0617664,0.4478475],"study_design_scores_gemma":[0.001133472,0.0001233461,0.4976548,0.0001235651,0.00001784513,6.906136e-7,0.009109276,0.000606155,0.00004811234,0.0009050746,0.4902056,0.00007212554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818653,0.001137692,0.003257981,0.005565124,0.006123425,0.0007582426,0.0006833989,0.000008692989,0.0006001283],"genre_scores_gemma":[0.987858,0.0002267609,0.002307534,0.007638467,0.0009172181,0.0004409936,0.0001191155,0.000006297804,0.0004856304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4477754,"threshold_uncertainty_score":0.9992107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08115178110148422,"score_gpt":0.5907025055600403,"score_spread":0.5095507244585561,"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."}}