{"id":"W2758604907","doi":"","title":"\"Insights into Academic Genres\" Carol Berkenkotter, Vijay K. Bhatia and Maurizio Gotti Eds.","year":2012,"lang":"en","type":"article","venue":"Canadian Journal for Studies in Discourse and Writing/Rédactologie","topic":"linguistics and terminology studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000368214,0.0003180279,0.0005326896,0.0003095422,0.001888075,0.0001521792,0.000196238,0.0001416155,0.00002563565],"category_scores_gemma":[0.0005738469,0.000247602,0.00008352055,0.00003864643,0.001819106,0.000284669,0.000103128,0.0005793024,0.000004069046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001308698,"about_ca_system_score_gemma":0.0001487422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263093,"about_ca_topic_score_gemma":0.04780138,"domain_scores_codex":[0.9981849,0.00006015474,0.0004902455,0.0002764408,0.0001013266,0.0008869006],"domain_scores_gemma":[0.9986786,0.0004063481,0.0001732445,0.0001341596,0.0001873139,0.0004203924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005633317,0.00007596132,0.3819424,0.0004335661,0.001272668,0.0004818676,0.2519619,0.000001842375,0.00002426593,0.258848,0.05306447,0.05183674],"study_design_scores_gemma":[0.002971436,0.0005610047,0.03318809,0.0008827838,0.0007266562,0.0003914987,0.3133088,0.0000654851,0.00007032622,0.09186506,0.5541912,0.00177759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8127998,0.1783917,0.00000621671,0.002600576,0.003198065,0.0002505042,0.00005575581,0.00002021092,0.00267717],"genre_scores_gemma":[0.98566,0.01028223,0.0001279896,0.0006793098,0.002454419,0.00005002049,0.000006877705,0.00002849452,0.0007106687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5011268,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1998209661511885,"score_gpt":0.4165632843080716,"score_spread":0.2167423181568831,"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."}}