{"id":"W4312972835","doi":"10.53103/cjlls.v2i6.78","title":"Code-Switching and Code-Mixing: Insights into Portuguese-Umbundu Speakers in Huambo (Angola)","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Language and Literature Studies","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portuguese; Code-switching; Code (set theory); Linguistics; Language contact; Focus (optics); Grammar; Focus group; TRACE (psycholinguistics); Psychology; Computer science; Sociology; Set (abstract data type); Programming language; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005991042,0.00009740168,0.0002113002,0.0003811167,0.0007235118,0.0001181708,0.0001215431,0.00004286836,0.00005153792],"category_scores_gemma":[0.0004473702,0.00008605402,0.00003535412,0.0003526844,0.0001346252,0.000189169,0.00002677071,0.0004146626,3.186984e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563404,"about_ca_system_score_gemma":0.0006630758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01484129,"about_ca_topic_score_gemma":0.3427174,"domain_scores_codex":[0.9990655,0.0001958563,0.000236855,0.0001184074,0.0001621574,0.0002212686],"domain_scores_gemma":[0.9992411,0.0001006177,0.0001289572,0.00006321096,0.0001129869,0.0003531275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008014518,0.000007205354,0.00411853,0.00002079426,0.00003316818,0.0004749107,0.9805438,0.000002609595,0.00004717409,0.002384221,0.001614915,0.01074464],"study_design_scores_gemma":[0.0003100553,0.000054811,0.004738226,0.0001208901,0.00001536802,0.00005701391,0.6740445,0.000005123287,0.000007978474,0.0006783277,0.3198314,0.0001362741],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8812829,0.1113415,8.248165e-7,0.003924002,0.0004872907,0.00007231064,0.00001462189,0.000004291993,0.002872234],"genre_scores_gemma":[0.9959948,0.001128086,0.00008607448,0.001258875,0.0004540238,0.000002670109,0.000003444899,0.000007322017,0.001064699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3278762,"threshold_uncertainty_score":0.9917189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03359172141085343,"score_gpt":0.3886131541251531,"score_spread":0.3550214327142996,"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."}}