{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006862958,0.0002902283,0.0002996256,0.0001973653,0.0006612421,0.0002376121,0.0002107812,0.0002091857,0.0001461466],"category_scores_gemma":[0.0004631084,0.0002431918,0.0001204223,0.00006241361,0.0005013374,0.0002660161,0.0000877964,0.0001334001,0.000009723129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145818,"about_ca_system_score_gemma":0.0001050802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000268331,"about_ca_topic_score_gemma":0.000100204,"domain_scores_codex":[0.9980424,0.00002453906,0.0002637153,0.0005857936,0.00071878,0.0003647609],"domain_scores_gemma":[0.9987213,0.000679903,0.0001116989,0.0002090162,0.0001327896,0.000145296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004011232,0.00002041983,0.00001699766,0.0003278948,0.00006316862,0.00000154273,0.001659383,0.00004158414,0.00001251084,0.9215358,0.004151323,0.07212923],"study_design_scores_gemma":[0.0002519505,0.00008337689,0.0001169532,0.0007820656,0.0001037505,5.850932e-7,0.001309273,0.00002363929,0.0001878452,0.3036062,0.6929161,0.0006183238],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01260108,0.007442127,0.001601854,0.01409806,0.01370504,0.007527126,0.004560469,0.001173516,0.9372907],"genre_scores_gemma":[0.1299187,0.001068816,0.0002921436,0.0002991865,0.0002967898,0.0003931242,0.0002799241,0.00009809568,0.8673532],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6887648,"threshold_uncertainty_score":0.9917074,"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."}}