{"id":"W2577648427","doi":"10.1177/2158244015607936","title":"Individual Consultations","year":2015,"lang":"en","type":"article","venue":"SAGE Open","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Griffith University","keywords":"Punctuation; Psychology; Grammar; Attendance; Lexical diversity; Vocabulary; Competence (human resources); Lexico; Academic writing; Wilcoxon signed-rank test; Plural; Medical education; Mathematics education; Linguistics; Medicine; Pedagogy; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005071939,0.0003418074,0.0004064971,0.0006438955,0.002783351,0.001446816,0.001543894,0.001586029,0.08928417],"category_scores_gemma":[0.02730495,0.0002888407,0.0004154393,0.0008647289,0.0006983951,0.001102095,0.00513713,0.001724687,0.008918816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002892462,"about_ca_system_score_gemma":0.005117557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003675543,"about_ca_topic_score_gemma":0.01130806,"domain_scores_codex":[0.9913518,0.004845189,0.0005508909,0.001129831,0.0009506195,0.00117155],"domain_scores_gemma":[0.9670671,0.01467691,0.003576309,0.002591819,0.004298694,0.007789158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006075475,0.002062033,0.04456338,0.003699197,0.0001731568,0.00609305,0.07124037,0.0007822684,0.01286319,0.008020847,0.1929502,0.6514768],"study_design_scores_gemma":[0.0008984389,0.004024676,0.0690887,0.001206172,0.0001103285,0.004013497,0.06744009,0.001523401,0.004279599,0.006965213,0.8403081,0.0001417717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7056872,0.002598186,0.01686868,0.0294135,0.003321068,0.006820848,0.005728377,0.001801296,0.2277608],"genre_scores_gemma":[0.9006512,0.0009382761,0.01085115,0.009418182,0.0007604482,0.003828307,0.0009343463,0.000303872,0.07231421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08928417,"threshold_uncertainty_score":0.2986853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691409133824551,"score_gpt":0.3293747756668283,"score_spread":0.1602338622843732,"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."}}