{"id":"W2619305432","doi":"10.55016/ojs/pplt.v1y2016.30327","title":"Educational Development for Quality Graduate Supervision","year":2016,"lang":"en","type":"article","venue":"Papers on postsecondary learning and teaching.","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Quality (philosophy); Psychology; Medical education; Engineering ethics; Mathematics education; Pedagogy; Engineering; Medicine; Philosophy; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001674568,0.0001640936,0.0001528066,0.0001255551,0.0006652307,0.00003538094,0.00008567463,0.00007826976,0.003165786],"category_scores_gemma":[0.0002609954,0.0001161837,0.00004841578,0.0000221413,0.0000469536,0.00007535658,0.00002368963,0.0002705513,0.0003368104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005919541,"about_ca_system_score_gemma":0.0000765429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008287763,"about_ca_topic_score_gemma":0.000007056118,"domain_scores_codex":[0.9985912,0.0002653094,0.0002932018,0.0003650851,0.0002115264,0.0002736349],"domain_scores_gemma":[0.9989352,0.0007130664,0.0001045792,0.0001120916,0.00004285955,0.00009218222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002515087,0.00009464348,0.05620601,0.00002643546,0.00006761718,4.427466e-7,0.01332731,0.000001469407,0.001420404,0.008972596,0.001671884,0.9179597],"study_design_scores_gemma":[0.001237172,0.000203069,0.6377206,0.00006926143,0.000007487342,0.000004603714,0.0007757687,0.000008406711,0.00008548893,0.0002160796,0.3594258,0.0002462576],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425948,0.00008426634,0.0001019566,0.002197186,0.0003283886,0.0001989841,0.000005802108,0.00006617518,0.0544224],"genre_scores_gemma":[0.963573,0.000009344245,0.0006493433,0.0004126678,0.0001518561,0.00008038814,0.0000978173,0.00002227682,0.03500335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9177134,"threshold_uncertainty_score":0.9977455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06609540800038317,"score_gpt":0.3794300836618571,"score_spread":0.3133346756614739,"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."}}