{"id":"W1506499560","doi":"","title":"Exploring Language Teachers’ Evolving Conceptualizations of Language Variation","year":2014,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variation (astronomy); Coursework; Scope (computer science); Term (time); On Language; Psychology; Mathematics education; Linguistics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02929285,0.0003996681,0.0007295245,0.00558771,0.006482183,0.01199966,0.002680254,0.002359655,0.001089368],"category_scores_gemma":[0.04200053,0.0006362339,0.0006408322,0.003165571,0.03302232,0.01390724,0.01104591,0.006865751,0.0001554477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01204209,"about_ca_system_score_gemma":0.007936661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01228636,"about_ca_topic_score_gemma":0.01372745,"domain_scores_codex":[0.973017,0.01744583,0.001141305,0.001783367,0.005174725,0.001437778],"domain_scores_gemma":[0.9509899,0.03703017,0.003308013,0.001740926,0.004770944,0.00215998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001068736,0.00001336968,0.005101332,0.00007171176,0.000006234535,0.0003000623,0.9501708,0.0001099434,0.0004886035,0.03750028,0.0002303949,0.00599669],"study_design_scores_gemma":[0.00000541912,0.00003555182,0.006119602,0.0002593201,0.000008719297,0.0006118245,0.9504495,0.0005764445,0.0002954846,0.01937056,0.02222893,0.00003870846],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9226626,0.005727851,0.02679875,0.01331769,0.0002088204,0.00007557587,0.00003131372,0.00005347079,0.03112393],"genre_scores_gemma":[0.99615,0.0007152395,0.001958918,0.0003202738,0.00001880857,0.00002534074,0.00001493234,0.00001992731,0.0007766233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02929285,"threshold_uncertainty_score":0.1549172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05763205676025256,"score_gpt":0.2911014693727748,"score_spread":0.2334694126125222,"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."}}