{"id":"W2910634035","doi":"10.7759/cureus.3877","title":"Poor Readability of Online Patient Resources Regarding Sentinel Lymph Node Biopsy for Melanoma","year":2019,"lang":"en","type":"article","venue":"Cureus","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Readability; Medicine; Sentinel lymph node; Reading (process); Biopsy; Melanoma; Grade level; Medical physics; Radiology; Cancer; Computer science; Mathematics education; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001467953,0.0001494998,0.0003859706,0.00006777089,0.000295722,0.00000905947,0.0002303572,0.0002115565,0.0006731273],"category_scores_gemma":[0.0009932414,0.0001162497,0.0001164826,0.0001771013,0.00004459955,0.0004709541,0.0001366721,0.0002365527,0.0001054986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001918746,"about_ca_system_score_gemma":0.0002589727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003649817,"about_ca_topic_score_gemma":0.000009872927,"domain_scores_codex":[0.9970056,0.0002995464,0.001720928,0.0002853117,0.0002408607,0.0004477956],"domain_scores_gemma":[0.9970924,0.0006591312,0.0008811523,0.0006638512,0.0005583832,0.0001450311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003286917,0.0002052546,0.9832034,0.002479869,0.00002036031,1.848254e-7,0.005231664,0.000007024873,0.0004041666,0.0004422769,0.001723474,0.005953617],"study_design_scores_gemma":[0.002122846,0.0001225482,0.7982888,0.0008486619,0.00003498072,0.00000259835,0.009361631,0.01099971,0.0006537967,0.001327412,0.1758294,0.0004077104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879423,0.0001304,0.0003873198,0.0008181855,0.0007747557,0.001198868,0.0003730931,0.00007911219,0.008295983],"genre_scores_gemma":[0.9910448,0.00001280187,0.005249255,0.002291488,0.0001848259,0.00009595497,0.0001957859,0.00001821687,0.000906938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1849146,"threshold_uncertainty_score":0.7370272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04290342152365363,"score_gpt":0.3970939174049132,"score_spread":0.3541904958812596,"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."}}