{"id":"W4252244745","doi":"10.32920/ryerson.14651976.v1","title":"Pear Square: Design and Development of Inclusive Digital Media Technology","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Process (computing); Computer science; PEAR; Key (lock); Development (topology); Square (algebra); Technology development; Multimedia; World Wide Web; Engineering; Mathematics","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":[0.0005735569,0.000203838,0.0004170561,0.0001657967,0.0001893803,0.0004166158,0.0005508442,0.0004173048,0.000208447],"category_scores_gemma":[0.001939612,0.0001945422,0.0000684976,0.0002506522,0.00159379,0.000437042,0.002824646,0.0002431995,0.000009134958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435414,"about_ca_system_score_gemma":0.002109847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002564183,"about_ca_topic_score_gemma":0.001891165,"domain_scores_codex":[0.9980844,0.00007405491,0.0004901131,0.0005310209,0.0005264165,0.0002939637],"domain_scores_gemma":[0.9986899,0.0003535353,0.0001767322,0.0003291586,0.0003409132,0.0001097969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003773972,0.0009643435,0.03105271,0.000848553,0.0003679222,0.00002146509,0.3777442,0.00004506198,0.00008697128,0.06137661,0.0005419755,0.5269125],"study_design_scores_gemma":[0.0006255087,0.0001157942,0.003909263,0.0007169101,0.00006448723,0.000004307616,0.6823487,0.00005724276,0.00895697,0.2875032,0.01383768,0.00185996],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345919,0.0005250133,0.004528688,0.0009757446,0.0003516538,0.0007238284,0.00003866859,0.0002098515,0.05805459],"genre_scores_gemma":[0.9806831,0.000034538,0.01871015,0.00001573552,0.00004998856,0.00004440978,0.00005255216,0.00001392543,0.0003955547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5250525,"threshold_uncertainty_score":0.7933201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03784000391586077,"score_gpt":0.3158904920037329,"score_spread":0.2780504880878721,"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."}}