{"id":"W2897112532","doi":"10.1353/aad.2018.0029","title":"Quality Education and Sustainable Learning Trajectories for Deaf Learners","year":2018,"lang":"en","type":"article","venue":"American annals of the deaf","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Socialization; Articulation (sociology); Sign language; Deaf education; Sign (mathematics); Quality (philosophy); Set (abstract data type); Manual communication; Pedagogy; Developmental psychology; Linguistics; Law; Political science; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007720505,0.00006738548,0.0001300404,0.00004148706,0.0002272248,0.0000183428,0.0001997683,0.00002575298,0.00003013609],"category_scores_gemma":[0.0003299533,0.00005459849,0.00005372037,0.0001932487,0.0004522026,0.00005715319,0.0000666078,0.00008888928,0.000006897303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000118399,"about_ca_system_score_gemma":0.00007098883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002606028,"about_ca_topic_score_gemma":0.00004219026,"domain_scores_codex":[0.999098,0.0003107538,0.0001601191,0.0001287663,0.0000734081,0.0002289759],"domain_scores_gemma":[0.9990375,0.0001683952,0.0002013673,0.0003751086,0.0001793616,0.00003825875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005999082,0.0005794404,0.320207,0.0001052503,0.0001941807,1.333785e-7,0.0343717,0.00000829783,0.001329646,0.1399116,0.02378789,0.4789049],"study_design_scores_gemma":[0.00027416,0.0009311689,0.7515411,0.0000229355,0.00002101387,0.000002962196,0.06322633,0.00003226676,0.00170749,0.004392723,0.1776648,0.0001831014],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846519,0.0001666706,0.0002323936,0.003825989,0.0001217029,0.0001994329,0.000001112108,0.00002705528,0.01077379],"genre_scores_gemma":[0.9878271,0.00002309667,0.0003284545,0.0006313826,0.00008615119,0.00004050369,0.0000030808,0.00001075211,0.01104945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4787218,"threshold_uncertainty_score":0.3939552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07178949506712304,"score_gpt":0.4344886475187071,"score_spread":0.362699152451584,"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."}}