{"id":"W4308482478","doi":"10.1075/jicb.21024.wu","title":"Thematic patterns, Cognitive Discourse Functions, and genres","year":2022,"lang":"en","type":"article","venue":"Journal of Immersion and Content-Based Language Education","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Task (project management); Garcia; Translanguaging; Cognition; Thematic analysis; Thematic map; Computer science; Psychology; Pedagogy; Linguistics; Sociology; Qualitative research; Humanities; Geography; Engineering; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003772182,0.0000839681,0.0001297917,0.0001727284,0.0004923868,0.00009392523,0.00005031186,0.00001236198,0.002265827],"category_scores_gemma":[0.00007077716,0.00006513767,0.00005620236,0.00002161812,0.00005164753,0.0001385565,0.00002002701,0.0002962417,0.000002913402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002751681,"about_ca_system_score_gemma":0.00007609069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000475226,"about_ca_topic_score_gemma":0.00004391747,"domain_scores_codex":[0.9992687,0.000190663,0.0002003554,0.00009020782,0.0001602922,0.00008982688],"domain_scores_gemma":[0.9994172,0.0001280049,0.000262047,0.00005454608,0.00007497251,0.00006319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007066244,0.0001665195,0.002027757,0.00003639631,0.00003935784,0.000009935574,0.02626336,0.000001700839,0.0005183751,0.000411531,0.0006807105,0.9697737],"study_design_scores_gemma":[0.00060288,0.000211191,0.0001304332,0.0001158516,0.00008889139,0.00006284019,0.9983405,0.00006014718,0.00009671471,3.139204e-7,0.0002063021,0.00008387119],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927001,0.004924372,0.0001508126,0.0008943989,0.0006442416,0.00008001813,0.00001848523,0.000008496562,0.0005790942],"genre_scores_gemma":[0.9951407,0.00001785556,0.00002014158,0.001235289,0.0002828155,0.0000084275,0.00003728496,0.00001018932,0.003247341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9720772,"threshold_uncertainty_score":0.9986463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02466794428349862,"score_gpt":0.2630348603795499,"score_spread":0.2383669160960513,"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."}}