{"id":"W7140152538","doi":"","title":"Tumʔi: A Phonetic & Phonological Analysis of a Khoisan Variety","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Archaeology and Rock Art Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"Variety (cybernetics); Phonetics; Phonology; Focus (optics); Phonological rule; Vowel; Vowel harmony; Language family; Speech community","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003086708,0.0001425927,0.0006291886,0.0001159646,0.002142351,0.00001102704,0.0006332457,0.000316453,0.008048552],"category_scores_gemma":[0.000323491,0.0001213081,0.0002149052,0.0008491996,0.0003297966,0.0000548348,0.0006007001,0.0002385718,0.0001550399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002385958,"about_ca_system_score_gemma":0.0002546172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001599855,"about_ca_topic_score_gemma":0.1264963,"domain_scores_codex":[0.9986787,0.0002157544,0.0002831414,0.0003766972,0.0002308329,0.0002148479],"domain_scores_gemma":[0.9992639,0.0001724217,0.0002301041,0.0001598879,0.00009475926,0.00007886232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001921992,0.000103258,0.006694099,0.00001307896,0.002405347,0.000009322547,0.9810095,0.0000118959,0.000123408,0.0006000312,0.00052961,0.008308277],"study_design_scores_gemma":[0.0002953195,0.000106067,0.04265337,0.00004527418,0.003884255,2.461498e-7,0.05573196,0.00003274269,0.0002856884,0.001143621,0.8953937,0.0004277506],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8483484,0.0003942307,0.00004417839,0.0009459658,0.0002774616,0.0003845544,0.00003620347,0.000003657037,0.1495653],"genre_scores_gemma":[0.9727356,0.0003675358,0.002273804,0.00004752697,0.0000614181,0.00002567049,0.0005175694,0.000006587198,0.02396425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9252775,"threshold_uncertainty_score":0.9991567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07644352290203035,"score_gpt":0.3973129399599646,"score_spread":0.3208694170579343,"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."}}