{"id":"W3043004994","doi":"10.1097/opx.0000000000001538","title":"Validation of the International Reading Speed Texts in a Canadian Sample","year":2020,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association for Canadian Studies; Centre Intégré de Santé et de Services Sociaux des Laurentides; Université de Montréal; Santé Montérégie; Centre for Interdisciplinary Research in Rehabilitation; Concordia University; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre de réadaptation Lethbridge-Layton-Mackay; Centre intégré de santé et de services sociaux de la Montérégie-Centre; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"","keywords":"Reading (process); Sample (material); Computer science; Psychology; Linguistics; Philosophy; Chromatography; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004034016,0.00003348868,0.00007126651,0.0001634675,0.0001001645,0.00001268456,0.0001029879,0.00001837029,0.00005964997],"category_scores_gemma":[0.001062067,0.00002211365,0.00001240204,0.0008485326,0.0001955921,0.0001185458,0.00007722363,0.0000594977,0.000003264274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003250291,"about_ca_system_score_gemma":0.0000884921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127323,"about_ca_topic_score_gemma":0.00004124555,"domain_scores_codex":[0.9994851,0.00001027054,0.00009215593,0.000125367,0.0001822412,0.000104909],"domain_scores_gemma":[0.999705,0.00006034058,0.00002989098,0.00005672603,0.00004695715,0.0001011536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002735778,0.00002058437,0.9825698,0.00001204174,0.000002279325,0.00000135853,0.0003558021,0.000002390005,0.0161714,0.00008493188,0.00004730839,0.0007048104],"study_design_scores_gemma":[0.0002491043,0.0001693059,0.9848838,0.00005625085,0.000003413142,0.000008418286,0.0001709421,0.001454692,0.01270933,0.00002914553,0.0002401356,0.00002548012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936941,0.00001456703,0.00001429073,0.004482443,0.0001018287,0.00007304585,0.000003923535,0.000002625591,0.001613231],"genre_scores_gemma":[0.9992052,0.000007305405,0.000188786,0.0005404339,0.00001760358,4.213746e-7,9.877294e-7,0.00000112465,0.00003813399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005511159,"threshold_uncertainty_score":0.321589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04513850396839868,"score_gpt":0.4609230162783879,"score_spread":0.4157845123099892,"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."}}