{"id":"W4207016578","doi":"10.1097/gox.0000000000004050","title":"Readability and Quality Assessment of Online Materials for Syndactyly Release","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Université de Montréal","funders":"","keywords":"Readability; Syndactyly; Quality assessment; Reading (process); Quality (philosophy); Online assessment; Health care; Health professionals","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":[0.01017933,0.000193772,0.0009193911,0.00007633655,0.001050948,0.00003690185,0.0003313288,0.0000992561,0.002699889],"category_scores_gemma":[0.007722415,0.0001767594,0.0000871735,0.0003029588,0.0001828755,0.000867956,0.0007984537,0.0003418986,0.000004189677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009144149,"about_ca_system_score_gemma":0.002960131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002066394,"about_ca_topic_score_gemma":0.0001872451,"domain_scores_codex":[0.9933845,0.002523216,0.002772408,0.0004484618,0.0004066957,0.0004647218],"domain_scores_gemma":[0.9875144,0.009330512,0.001772359,0.0004249113,0.0007277082,0.0002300905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001385523,0.0002440937,0.9656122,0.001369596,0.00005401718,6.374028e-7,0.0002476404,0.000009052886,0.00005272126,0.01069542,0.001405821,0.01892332],"study_design_scores_gemma":[0.0008393878,0.0001214888,0.9813288,0.0001601722,0.00002806143,0.000008705651,0.003685784,0.0003814753,0.00003799462,0.005229734,0.007938853,0.0002395019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724257,0.00001882645,0.00148681,0.0002453627,0.002087889,0.002461003,0.01891688,0.00003338906,0.002324122],"genre_scores_gemma":[0.9906762,0.000009614923,0.007284163,0.0007087411,0.00005968843,0.0006981714,0.0005095706,0.000009793743,0.00004408526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01868382,"threshold_uncertainty_score":0.9982118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1217073267019376,"score_gpt":0.4815088133196156,"score_spread":0.359801486617678,"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."}}