{"id":"W4389068354","doi":"10.55016/ojs/ajer.v68i4.73428","title":"Supporting Graduate Writers Through a Writing Commons","year":2022,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto","funders":"","keywords":"Graduate students; Graduate education; Commons; Sociology; Library science; Political science; Pedagogy; Computer science; Law","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":[0.01626961,0.0007576333,0.0005437116,0.003392565,0.009260559,0.01091979,0.004400312,0.002852608,0.01540108],"category_scores_gemma":[0.03390876,0.0006762275,0.0009547039,0.001926314,0.005948399,0.01280358,0.03289537,0.003695844,0.005482963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00299711,"about_ca_system_score_gemma":0.01064995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008534677,"about_ca_topic_score_gemma":0.001932974,"domain_scores_codex":[0.9869139,0.006711816,0.000832832,0.001632437,0.002502666,0.00140644],"domain_scores_gemma":[0.9562318,0.01300483,0.003746957,0.007642466,0.004195907,0.01517813],"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":[0.0002997285,0.002016563,0.01450644,0.0008426859,0.00004883437,0.001902854,0.2356917,0.003303502,0.01536655,0.07971643,0.04208428,0.6042203],"study_design_scores_gemma":[0.0002174504,0.0007949308,0.007601385,0.0006999479,0.00005172926,0.001257892,0.0809999,0.005429085,0.009028444,0.04843151,0.8452584,0.0002292343],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4461533,0.001204658,0.3161725,0.02405266,0.002063021,0.002315057,0.0003764707,0.01214509,0.1955174],"genre_scores_gemma":[0.6484182,0.0004644523,0.2615674,0.00229622,0.0005878472,0.001506942,0.0003923267,0.001591946,0.08317471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01626961,"threshold_uncertainty_score":0.08604294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6281655878877502,"score_gpt":0.666180253723413,"score_spread":0.03801466583566282,"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."}}