{"id":"W2299664962","doi":"10.25916/sut.26271424","title":"Living the language","year":2024,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; Computer science; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001590405,0.0002182808,0.0003379516,0.0003670095,0.00998358,0.003817359,0.0006730831,0.0008645151,0.01269145],"category_scores_gemma":[0.002508774,0.0001240521,0.0001305277,0.0004958036,0.0148507,0.002925019,0.003169585,0.002236653,0.002289864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006137595,"about_ca_system_score_gemma":0.01115178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3980803,"about_ca_topic_score_gemma":0.607072,"domain_scores_codex":[0.9984013,0.0005145221,0.00003430152,0.0002727935,0.0003547659,0.0004223223],"domain_scores_gemma":[0.9987683,0.000180351,0.00008699072,0.0001398782,0.0003481362,0.0004762912],"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":[0.00004091784,0.00004313455,0.009340894,0.0001302318,0.00002519897,0.0008326095,0.4262109,0.0000727678,0.003516362,0.3220508,0.1368524,0.1008838],"study_design_scores_gemma":[0.00000379811,0.0000273394,0.007969362,0.0001972323,0.000006623282,0.0002321422,0.1174792,0.00002924928,0.0003137282,0.01723387,0.8564829,0.00002450546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1574621,0.01225232,0.005089456,0.1655727,0.002995283,0.00006175909,0.0006897275,0.0001619173,0.6557148],"genre_scores_gemma":[0.7128047,0.003333624,0.002250239,0.01637999,0.0002971963,0.00004843353,0.0002325286,0.0001452092,0.2645081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3980803,"threshold_uncertainty_score":0.7915266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02491490557117994,"score_gpt":0.3406487361420238,"score_spread":0.3157338305708439,"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."}}