{"id":"W3117254122","doi":"10.7202/1073379ar","title":"Languages of Educational Discourse: Process, Procedure and Skill","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"Language, Communication, and Linguistic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Computer science; Linguistics; Mathematics education; Sociology; Process management; Psychology; Pedagogy; Business; Programming language; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001410862,0.00005122785,0.0000980726,0.00001520956,0.0002214329,0.00001529647,0.000152809,0.00002570784,0.0002299088],"category_scores_gemma":[0.003118916,0.00004338311,0.00001987816,0.0001511847,0.0002466266,0.00004477731,0.00003526437,0.00004298406,0.000006385783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008474577,"about_ca_system_score_gemma":0.0001549285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007825029,"about_ca_topic_score_gemma":0.0007501611,"domain_scores_codex":[0.9994946,0.000047563,0.0001030012,0.0001052582,0.0001548258,0.00009481316],"domain_scores_gemma":[0.999441,0.000238766,0.00006445296,0.00008097641,0.0001142996,0.00006049216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001231121,0.0001103161,0.2456176,0.0002541639,0.00006789821,9.976576e-7,0.6398601,0.000002316254,0.00004252569,0.1022205,0.006868127,0.004943128],"study_design_scores_gemma":[0.0005869276,0.0000890873,0.1968071,0.0001974703,0.0001869263,0.000002022487,0.7312914,0.0000720193,0.0003438873,0.01683054,0.053048,0.0005445492],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7070634,0.0123326,0.00002964527,0.08742549,0.0001185624,0.0003644964,0.00003556284,0.00007625689,0.192554],"genre_scores_gemma":[0.9978376,0.0004137427,0.0003744762,0.0003348711,0.0003582384,0.00001441611,0.000005661931,0.000004651287,0.000656321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2907742,"threshold_uncertainty_score":0.373386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868929488492521,"score_gpt":0.3733123639608757,"score_spread":0.3546230690759505,"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."}}