{"id":"W2914614409","doi":"10.1075/langct.00007.fer","title":"Disciplinary registers in a first-year program","year":2019,"lang":"en","type":"article","venue":"Language Context and Text The Social Semiotics Forum","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Register (sociolinguistics); Curriculum; Typology; Discipline; Context (archaeology); Pedagogy; Computer science; Mathematics education; Linguistics; Sociology; Psychology","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":[0.00286869,0.0001849065,0.0003419868,0.002348181,0.007531407,0.004645542,0.001807294,0.0006589216,0.007551914],"category_scores_gemma":[0.008546763,0.0003824142,0.0001528571,0.003083896,0.003347081,0.002044994,0.008607877,0.001662084,0.0005778651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01182381,"about_ca_system_score_gemma":0.01492508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06030967,"about_ca_topic_score_gemma":0.1866447,"domain_scores_codex":[0.9965042,0.001213884,0.0001154191,0.0005372479,0.0008358463,0.0007933924],"domain_scores_gemma":[0.9934112,0.001703934,0.0008469116,0.0004882564,0.0009021769,0.0026474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002602586,0.0009997558,0.1133468,0.0001862108,0.00001038469,0.001361782,0.7049497,0.0003546172,0.003419233,0.01549389,0.005086375,0.154531],"study_design_scores_gemma":[0.00002149301,0.000557624,0.1888656,0.000257396,0.00001169995,0.0004603211,0.6955878,0.0008534336,0.002552156,0.002469804,0.1083038,0.00005889812],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910652,0.00008910297,0.0003922528,0.0003475462,0.00001496855,0.00004943381,0.00006383132,0.00002524892,0.007952362],"genre_scores_gemma":[0.9925882,0.0000600944,0.0004836035,0.00005596545,0.000003915184,0.00003192478,0.00007034739,0.00001909999,0.006686823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06030967,"threshold_uncertainty_score":0.1199173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677659894716522,"score_gpt":0.2859201253212144,"score_spread":0.2691435263740491,"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."}}