{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01061777,0.0003586022,0.0003590935,0.0007902255,0.002362372,0.004222617,0.001154471,0.001552959,0.01139466],"category_scores_gemma":[0.02865971,0.0002763043,0.0005082982,0.0005248632,0.001698886,0.002329367,0.007072054,0.004034734,0.002625622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003455223,"about_ca_system_score_gemma":0.02144064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00207431,"about_ca_topic_score_gemma":0.005310938,"domain_scores_codex":[0.9917898,0.00348956,0.0003725045,0.0004900772,0.002693101,0.001164967],"domain_scores_gemma":[0.9601306,0.004696306,0.00328351,0.001973658,0.009392728,0.02052313],"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":[0.0001097041,0.001727835,0.01685814,0.001019737,0.00004437796,0.0003701486,0.01258227,0.001166531,0.003343035,0.04117638,0.1352854,0.7863165],"study_design_scores_gemma":[0.000277037,0.002298641,0.08087253,0.003914122,0.00008276663,0.001379592,0.02000441,0.002935016,0.005383448,0.06340603,0.819309,0.0001375176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1711124,0.008456261,0.1604825,0.3845848,0.006974934,0.002872649,0.0002844788,0.00331619,0.2619157],"genre_scores_gemma":[0.663924,0.004298462,0.2657537,0.01722664,0.001210602,0.001096854,0.0002465353,0.0003313227,0.04591194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01139466,"threshold_uncertainty_score":0.05615276,"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."}}