{"id":"W2967132760","doi":"10.1145/3315002.3332429","title":"The Value of Being Different","year":2019,"lang":"en","type":"article","venue":"","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Checklist; Value (mathematics); Computer science; Significant difference; Computer security; Internet privacy; Psychology; Statistics; Mathematics; Cognitive psychology; Machine learning","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":[0.0002988316,0.00003318748,0.0000630556,0.000007129599,0.0001198088,0.00007935786,0.0002524317,0.00001803021,0.0002768503],"category_scores_gemma":[0.0001906357,0.00001805996,0.0000538213,0.00006035274,0.0002984358,0.0001810363,0.00005498273,0.00002514615,0.00005447228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003080435,"about_ca_system_score_gemma":0.00003024667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008947225,"about_ca_topic_score_gemma":0.00128445,"domain_scores_codex":[0.9994,0.00004334875,0.0001119777,0.00007494271,0.0002376893,0.0001320928],"domain_scores_gemma":[0.9993706,0.0003881399,0.00002749486,0.0001558675,0.00003169969,0.00002622943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001952083,0.00001861284,0.1285528,0.000005627795,0.000003489475,8.034537e-9,0.002676851,6.279504e-7,0.00002326524,0.8649035,0.0000616451,0.003751579],"study_design_scores_gemma":[0.0001325224,0.00005623496,0.1105698,0.00001942826,0.000005694243,4.082391e-8,0.05958464,0.00004410519,0.001595275,0.8022909,0.02557533,0.0001260714],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5550256,0.000008251473,0.000002243914,0.0004497471,0.0001076176,0.0000781191,4.033888e-7,0.00001558324,0.4443125],"genre_scores_gemma":[0.9752724,0.000005895456,0.00001089975,0.00002670369,0.00002040882,0.000002394192,2.197512e-7,0.000002130792,0.02465897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4202468,"threshold_uncertainty_score":0.3031317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012063756469997,"score_gpt":0.2928019071185328,"score_spread":0.2807381506485357,"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."}}