{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01566289,0.0009871103,0.0008538264,0.004527114,0.00578486,0.02559426,0.00229801,0.005498972,0.007746185],"category_scores_gemma":[0.0302746,0.0007406835,0.001030291,0.005125547,0.07031039,0.02777765,0.00743659,0.007076271,0.002509663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01219271,"about_ca_system_score_gemma":0.009055885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009669417,"about_ca_topic_score_gemma":0.003519587,"domain_scores_codex":[0.9720908,0.02188445,0.0009120736,0.001304383,0.002538928,0.001269238],"domain_scores_gemma":[0.9699322,0.02316829,0.001738764,0.002694682,0.001704038,0.0007619261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007846872,0.000003533869,0.00006486828,0.00003135871,0.000001768317,0.00002368089,0.006589801,0.00007643759,0.00003563802,0.9903013,0.0008551066,0.002008662],"study_design_scores_gemma":[0.00001689892,0.00001421377,0.0002120519,0.000213354,0.000004469215,0.00005563453,0.005097411,0.0004977146,0.000148755,0.9291893,0.06453563,0.00001454202],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02597146,0.03947241,0.1596815,0.09788743,0.001263311,0.0002310488,0.0003468235,0.0006418788,0.6745042],"genre_scores_gemma":[0.9203339,0.007573121,0.02793722,0.004214656,0.001134229,0.000551106,0.0002178001,0.0005384834,0.03749946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02559426,"threshold_uncertainty_score":0.08846474,"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."}}