{"id":"W4402322896","doi":"10.1515/shll-2024-2015","title":"Gender agreement among Russian learners of Spanish in an instructed versus naturalistic learning environment","year":2024,"lang":"en","type":"article","venue":"Studies in Hispanic and Lusophone Linguistics","topic":"Spanish Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Naturalistic observation; Naturalism; Task (project management); Comprehension; Agreement; Linguistics; Class (philosophy); Cognitive psychology; Social psychology; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003080558,0.0003061492,0.0005081787,0.000246731,0.0002219933,0.00008337387,0.0001343661,0.00007536239,0.0001725052],"category_scores_gemma":[0.001235729,0.0002711677,0.00006244744,0.0001082696,0.0009132492,0.00003968667,0.0002182402,0.0004982147,0.000007627152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001867499,"about_ca_system_score_gemma":0.00003932024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007564153,"about_ca_topic_score_gemma":0.003920538,"domain_scores_codex":[0.9981999,0.00007781243,0.0005880767,0.0004637777,0.0002802881,0.0003901713],"domain_scores_gemma":[0.9992543,0.0002793684,0.0001172411,0.0001900611,0.00009173287,0.00006725919],"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":[0.0002203588,0.0002021546,0.007507472,0.001222701,0.0006575213,0.0006680249,0.4057463,0.001310881,0.00002952017,0.5804298,0.0002966248,0.001708676],"study_design_scores_gemma":[0.00630351,0.002673105,0.02825504,0.002534586,0.0009539819,0.000009645769,0.7476727,0.02302153,0.00005859238,0.01616365,0.1695333,0.002820334],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.898322,0.04681579,0.00001790362,0.00004454154,0.009870959,0.0004222335,0.00005535967,0.0001133131,0.04433794],"genre_scores_gemma":[0.9945315,0.00338366,0.0002519433,0.00001932058,0.001137301,0.00002138595,0.00002350962,0.00003692484,0.0005944531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5642661,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06545221041428768,"score_gpt":0.3069569916709861,"score_spread":0.2415047812566984,"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."}}