{"id":"W7027551298","doi":"","title":"Coyote Papers Volume 25 Proceedings of ALC 16 2023","year":2023,"lang":"en","type":"article","venue":"UA Campus Repository (The University of Arizona)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Volume (thermodynamics); Zhàng; Spring (device)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003502061,0.00007797134,0.0001447572,0.0001185395,0.0007388104,0.00001801513,0.0004209679,0.00009943161,0.0002588017],"category_scores_gemma":[0.0001280139,0.00007899325,0.0001179379,0.0005409605,0.0007399174,0.0001135318,0.00007315598,0.0001173847,0.00009495125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132414,"about_ca_system_score_gemma":0.000333996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008451128,"about_ca_topic_score_gemma":0.0004108216,"domain_scores_codex":[0.9991074,0.00005094467,0.0001268967,0.0001677817,0.0003372437,0.0002097899],"domain_scores_gemma":[0.9992178,0.0001009341,0.0002056689,0.0001250332,0.0002408368,0.0001097071],"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":[0.0001962067,0.0003184821,0.08713071,0.0002512957,0.0003316051,0.00002661909,0.4227387,0.00009875069,0.04439445,0.06522571,0.3585648,0.02072269],"study_design_scores_gemma":[0.0002335549,0.00004860665,0.03248046,0.00003378319,0.00004418952,0.000001883496,0.0747367,0.00008511468,0.000796272,0.000147275,0.8912628,0.0001293959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5877487,0.00001734402,0.000001599458,0.001671841,0.0003963884,0.000141816,0.000004922917,0.0000672222,0.4099501],"genre_scores_gemma":[0.7826251,0.00004577078,0.0000506902,0.00004585248,0.0001419277,2.458361e-7,0.000003050934,0.000005402715,0.217082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.532698,"threshold_uncertainty_score":0.9981517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739739500910471,"score_gpt":0.2915658402495058,"score_spread":0.2741684452404011,"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."}}