{"id":"W4410603746","doi":"10.3765/plsa.v10i1.5943","title":"Tonal alternations in attributive constructions in Mwaghavul","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Linguistic Society of America","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Attributive; Linguistics; Mathematics; Psychology; Philosophy","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":[0.0001319678,0.0001162785,0.0003063774,0.00008931747,0.0001319256,0.00003271822,0.0003103787,0.00003603477,0.0001332488],"category_scores_gemma":[0.00163328,0.00008678121,0.0002344326,0.0003503992,0.0008341977,0.00003513195,0.000118958,0.0001967817,0.000001856392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001245039,"about_ca_system_score_gemma":0.00006950919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003180018,"about_ca_topic_score_gemma":0.0001559287,"domain_scores_codex":[0.9990105,0.000006345993,0.0004437914,0.0001771797,0.0001907953,0.0001713941],"domain_scores_gemma":[0.9987034,0.0001416867,0.0002991441,0.00007654809,0.000759838,0.00001935484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003187273,0.0003089129,0.06571414,0.0003768506,0.000362279,6.86794e-7,0.1341429,0.0001292425,0.001003123,0.785578,0.01136253,0.0009894411],"study_design_scores_gemma":[0.003598463,0.0002192644,0.03996408,0.002924682,0.001191342,0.000006175145,0.3806593,0.02021434,0.007700587,0.3517005,0.1904942,0.001327037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6530982,0.0005671671,0.0001815598,0.005182056,0.001906392,0.0007367041,0.0003152622,0.000095293,0.3379174],"genre_scores_gemma":[0.9955614,0.00003371466,0.00193392,0.0002640511,0.0002470613,0.00001328213,0.000004758992,0.000006111755,0.001935654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4338775,"threshold_uncertainty_score":0.4807258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376011805668369,"score_gpt":0.248505028850958,"score_spread":0.2347449107942743,"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."}}