{"id":"W3194822813","doi":"10.1080/14643154.2021.1952507","title":"Sign language-medium education in the global South","year":2021,"lang":"en","type":"article","venue":"Deafness & Education International","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sign (mathematics); Media studies; Sociology; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000332927,0.00009989244,0.0000783783,0.00008960614,0.00007299664,0.0001164874,0.0005262876,0.0000722111,0.001881521],"category_scores_gemma":[0.0001269783,0.00009148033,0.00004877745,0.0003318893,0.00003365085,0.0001370689,0.00005018145,0.0001679134,0.0005084618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002031729,"about_ca_system_score_gemma":0.001256758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004239818,"about_ca_topic_score_gemma":0.0001302534,"domain_scores_codex":[0.9988102,0.0002735379,0.0002570181,0.0002322838,0.0002695819,0.000157405],"domain_scores_gemma":[0.9990526,0.00008326689,0.00009839595,0.0005061773,0.0002165765,0.00004299455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005052028,0.003479899,0.4329551,0.00001474592,0.00006724292,0.000007003751,0.04164954,0.00001018922,0.0001433271,0.2438942,0.03664235,0.2410859],"study_design_scores_gemma":[0.0002777643,0.00001194515,0.8858821,0.00003331186,0.00001137391,0.00006107482,0.04028245,0.00002130747,0.00005434642,0.002772971,0.07047062,0.0001206827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8594806,0.0004885045,0.0004059983,0.01340935,0.005195085,0.0001912866,0.00001178548,0.0000416247,0.1207758],"genre_scores_gemma":[0.9883702,0.000007735532,0.0003379353,0.002813271,0.0007411165,0.0002677053,0.000486874,0.00000906992,0.006966129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4529271,"threshold_uncertainty_score":0.9990309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01994284541103252,"score_gpt":0.3924244220787091,"score_spread":0.3724815766676766,"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."}}