{"id":"W4401996283","doi":"10.1075/sar.23001.fed","title":"Words worth noticing","year":2024,"lang":"en","type":"article","venue":"Study Abroad Research in Second Language Acquisition and International Education","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Computer science; Linguistics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003634927,0.0005577793,0.0003775569,0.0009517274,0.002753175,0.003794447,0.0005387348,0.001161257,0.1740412],"category_scores_gemma":[0.005318447,0.0001299713,0.0002545641,0.001032868,0.00139464,0.002758936,0.0020814,0.001670972,0.06244677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001374716,"about_ca_system_score_gemma":0.001164927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005505675,"about_ca_topic_score_gemma":0.009937047,"domain_scores_codex":[0.9992149,0.0001376738,0.00004947575,0.0001230859,0.0003490121,0.0001258537],"domain_scores_gemma":[0.9979298,0.0004257441,0.0002449821,0.0002441891,0.0008159197,0.0003393004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002531634,0.00003313079,0.003009768,0.0003776252,0.00001656561,0.002097345,0.01721603,0.0001520761,0.003699914,0.06156361,0.7367132,0.1748676],"study_design_scores_gemma":[0.000003402683,0.00001826938,0.0009057806,0.0001158958,0.000003603635,0.0004807131,0.004046332,0.0000407097,0.0003660205,0.002709951,0.9913005,0.000008742319],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03791468,0.006107753,0.005131481,0.03322447,0.02950661,0.0001817261,0.003373823,0.001112779,0.8834466],"genre_scores_gemma":[0.1908088,0.001993212,0.00222614,0.006363839,0.00253965,0.00005704609,0.0009853438,0.0009120783,0.7941138],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1740412,"threshold_uncertainty_score":0.5822258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07030692379030683,"score_gpt":0.4440127498274144,"score_spread":0.3737058260371076,"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."}}