{"id":"W2921862536","doi":"","title":"Interpreting language use in Ozelonacaxtla, Puebla, Mexico","year":2019,"lang":"en","type":"article","venue":"ScholarSpace (University of Hawaii at Manoa)","topic":"Spanish Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Linguistics; Natural language processing; Geography; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002209181,0.0001552159,0.0002867726,0.000203519,0.0002493208,0.00008474712,0.0002840346,0.00006097697,0.004273259],"category_scores_gemma":[0.00009225918,0.0001782283,0.0001149017,0.0000726069,0.000180526,0.0003988612,0.0003722605,0.0002558277,0.0003843966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009922642,"about_ca_system_score_gemma":0.00001906766,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003840518,"about_ca_topic_score_gemma":0.04105078,"domain_scores_codex":[0.9990503,0.00004796468,0.0001107548,0.0002944067,0.000218824,0.0002777613],"domain_scores_gemma":[0.9993015,0.00009320833,0.0001269001,0.0003000638,0.0001220633,0.00005627287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000366769,0.0002671838,0.2983961,0.0002665972,0.0003023945,0.0006485563,0.3889485,0.00006655355,0.003119823,0.2900146,0.01593407,0.001668873],"study_design_scores_gemma":[0.001850436,0.0001837433,0.03806967,0.0003636597,0.00007561497,0.000005880041,0.4973843,0.000261343,0.0002281401,0.0001854237,0.4607219,0.0006698107],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8347695,0.000327809,0.000007430552,0.0004345592,0.0003258468,0.0001531303,0.00003502291,0.00004852552,0.1638982],"genre_scores_gemma":[0.9406804,0.00002938104,0.000338809,0.0001177685,0.00005774639,2.275822e-7,0.00001413372,0.00001748089,0.05874405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4447879,"threshold_uncertainty_score":0.996637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163809340331689,"score_gpt":0.1896475198873256,"score_spread":0.1780094264840087,"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."}}