{"id":"W2765824529","doi":"10.1093/applin/amx031","title":"Tracking Microgenetic Changes in Authorial Voice Development from a Complexity Theory Perspective","year":2017,"lang":"en","type":"article","venue":"Applied Linguistics","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Perspective (graphical); Psychology; Linguistics; Tracking (education); Computer science; Pedagogy; Philosophy; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004805495,0.00009847798,0.0001353523,0.00002399027,0.001036511,0.0001508128,0.0003210338,0.0001163505,0.00007644924],"category_scores_gemma":[0.002019425,0.00009271749,0.00002149037,0.00004587361,0.0002752252,0.00001364698,0.00007113615,0.000150655,0.00005239663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002128845,"about_ca_system_score_gemma":0.0001384134,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007381278,"about_ca_topic_score_gemma":0.0487288,"domain_scores_codex":[0.9991243,0.00006807578,0.000123475,0.0002262,0.0002048505,0.0002531278],"domain_scores_gemma":[0.9993916,0.0001010674,0.0001216705,0.0001797245,0.0001422963,0.00006363817],"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":[0.00005503641,0.00005525349,0.0009264128,0.000004566135,0.00002548904,0.0000132597,0.1334722,0.000001698353,0.001297675,0.8548257,0.00008127023,0.009241371],"study_design_scores_gemma":[0.001678734,0.00003165268,0.1032075,0.0001121166,0.0001037957,4.443008e-7,0.1251266,0.00003733587,0.01059494,0.4827079,0.2754479,0.000951056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6759379,0.0007193378,0.000522818,0.0007141099,0.003148422,0.0007765414,0.00004002796,0.0001601374,0.3179807],"genre_scores_gemma":[0.9933231,0.00001872826,0.003385348,0.00007872091,0.002934108,0.00001545046,0.00001240203,0.000008118208,0.0002239483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3721178,"threshold_uncertainty_score":0.9992287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06448814128428905,"score_gpt":0.3474035668970316,"score_spread":0.2829154256127426,"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."}}