{"id":"W2011051756","doi":"10.1145/1296843.1296865","title":"Techniques to assist in developing accessibility engineers","year":2007,"lang":"en","type":"article","venue":"","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Replicate; Computer science; Course (navigation); Engineering management; Software engineering; Systems engineering; Engineering; Aerospace engineering","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":[0.003068365,0.0001082376,0.0001544311,0.0001855738,0.0001238582,0.0001977467,0.0004530719,0.00009195517,0.0001497867],"category_scores_gemma":[0.001353514,0.0001024554,0.00005077593,0.0009428793,0.0002208508,0.0008699996,0.0001171838,0.00008864215,0.0000359797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007525508,"about_ca_system_score_gemma":0.0002038307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004126407,"about_ca_topic_score_gemma":0.06694376,"domain_scores_codex":[0.9984038,0.00004366243,0.0003730349,0.0003217794,0.0003607717,0.0004969453],"domain_scores_gemma":[0.9992145,0.0002771179,0.00003126734,0.0002205233,0.00009336407,0.0001632255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002960951,0.0001548603,0.5340061,0.00004368756,0.000005622534,0.000004598503,0.0130348,0.000001601781,0.00006564352,0.3289929,0.0005397645,0.1231209],"study_design_scores_gemma":[0.0001301408,0.00003991732,0.820619,0.00008061007,0.000002847481,3.194912e-7,0.03486041,0.000003066892,0.01281298,0.06662434,0.0642421,0.0005842224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6047834,0.000005685104,0.004887469,0.001654928,0.00009272194,0.0003159532,0.000001185055,0.0002891161,0.3879695],"genre_scores_gemma":[0.9868169,0.000001578045,0.01090497,0.0006951286,0.0000644402,0.00002134011,0.00000136675,0.000008311179,0.001485894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3864836,"threshold_uncertainty_score":0.9500821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03571702692044892,"score_gpt":0.3735038597976439,"score_spread":0.337786832877195,"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."}}