{"id":"W4213360716","doi":"10.31468/dwr.889","title":"Developing Dissertation Support in the Writing Centre","year":2022,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Process (computing); Order (exchange); Work (physics); Writing process; Computer science; Psychology; Sociology; Public relations; Pedagogy; Political science; Engineering; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0173628,0.0004945478,0.0006166615,0.0018886,0.007229628,0.0158183,0.002772599,0.002278098,0.0331983],"category_scores_gemma":[0.05152127,0.0006803514,0.0006919971,0.0009112417,0.002510634,0.005621908,0.01492525,0.003942563,0.01634706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003474778,"about_ca_system_score_gemma":0.01377314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008681067,"about_ca_topic_score_gemma":0.001488351,"domain_scores_codex":[0.9882781,0.006532639,0.0005805513,0.001424822,0.002341201,0.0008427781],"domain_scores_gemma":[0.9582654,0.009534135,0.00321622,0.004565772,0.006361368,0.01805707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004243547,0.001656216,0.009753521,0.0006912352,0.00004753357,0.002313433,0.1974589,0.0005299267,0.01409138,0.03720654,0.08573138,0.6500956],"study_design_scores_gemma":[0.0002043836,0.0007785796,0.00931653,0.000941851,0.00006171702,0.001621732,0.0621443,0.001937003,0.0104068,0.01748088,0.8949706,0.000135532],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4133677,0.001549745,0.1175965,0.03156857,0.003792849,0.003198857,0.0005054006,0.004752405,0.4236679],"genre_scores_gemma":[0.6434902,0.001066841,0.1707257,0.002892733,0.0006316993,0.001657628,0.0004640115,0.001011478,0.1780598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0331983,"threshold_uncertainty_score":0.1110594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1625027874308631,"score_gpt":0.5011842760269967,"score_spread":0.3386814885961336,"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."}}