{"id":"W4205516803","doi":"10.1177/00034894211066670","title":"Critical Quality and Readability Analysis of Online Patient Education Materials on Parotidectomy: A Cross-Sectional Study","year":2022,"lang":"en","type":"article","venue":"Annals of Otology Rhinology & Laryngology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto","funders":"","keywords":"Readability; Medicine; Quality (philosophy); Parotidectomy; Reading (process); Reliability (semiconductor); Patient education; Medical education; Surgery; Family medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004365917,0.0002142766,0.0005147755,0.002890897,0.0003890191,0.001013375,0.0003400678,0.0004455689,0.002959228],"category_scores_gemma":[0.02317514,0.0002366445,0.0009122321,0.001926991,0.0004657914,0.001591929,0.0008673655,0.0006438473,0.0004581218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005475563,"about_ca_system_score_gemma":0.0004733446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216506,"about_ca_topic_score_gemma":0.001264615,"domain_scores_codex":[0.995766,0.001109318,0.001036723,0.0003966074,0.001439057,0.0002521935],"domain_scores_gemma":[0.96877,0.01122663,0.01487292,0.0008294368,0.003302338,0.0009986558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001416379,0.0002266397,0.9934262,0.0001847421,0.0001019081,0.00008588936,0.0009251385,0.00003426009,0.0001576614,0.0000216927,0.0001771916,0.004517042],"study_design_scores_gemma":[0.00000630509,0.0003987175,0.9972661,0.00007027946,0.00005048079,0.0003667604,0.001150068,0.0001416187,0.0001419964,0.00002240806,0.0003740676,0.00001118029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982076,0.0004726115,0.0001661547,0.00005535457,0.000006741772,0.00007204458,0.0003345313,0.000005420753,0.0006794137],"genre_scores_gemma":[0.9990619,0.0002195655,0.0001876117,0.00004048626,0.00001260114,0.00005538451,0.0002543958,0.000003416232,0.0001647474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004365917,"threshold_uncertainty_score":0.02308947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1610173739876384,"score_gpt":0.5494908573521669,"score_spread":0.3884734833645285,"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."}}