{"id":"W4365935567","doi":"10.1007/978-3-031-18780-3_3","title":"Validation","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01842927,0.001827161,0.0009993531,0.002994806,0.001778481,0.005518399,0.002345053,0.002095378,0.2233437],"category_scores_gemma":[0.08061213,0.0007257402,0.001884975,0.001616018,0.002591161,0.004620261,0.004557721,0.002642131,0.1210088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001975696,"about_ca_system_score_gemma":0.007419244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006171571,"about_ca_topic_score_gemma":0.004250403,"domain_scores_codex":[0.9816908,0.005625453,0.00116625,0.004662715,0.005865606,0.0009890543],"domain_scores_gemma":[0.9560239,0.01248194,0.001167448,0.01337315,0.01632057,0.0006329682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001311712,0.0003304895,0.007851454,0.001507672,0.0001758843,0.0002195968,0.001279192,0.003228702,0.004010821,0.11258,0.3847346,0.4827698],"study_design_scores_gemma":[0.0002791031,0.0002174636,0.003857139,0.00115258,0.0001261523,0.0002577299,0.001050775,0.006022494,0.008814306,0.05989593,0.9182534,0.000073091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01679944,0.001431519,0.2833567,0.007962997,0.006099558,0.005210551,0.04658328,0.01600718,0.6165488],"genre_scores_gemma":[0.2031944,0.00134408,0.2093285,0.008142524,0.001115841,0.00603058,0.1024592,0.01053822,0.4578466],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2233437,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05452926613038148,"score_gpt":0.31915982850059,"score_spread":0.2646305623702085,"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."}}