{"id":"W7057241523","doi":"","title":"Guiding Graduate Student Professional\\tDevelopment: Progress, Pathways\\tand Plans","year":2019,"lang":"en","type":"other","venue":"Brock University Digital Repository (Brock University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Process (computing); Professional development; Dialogical self; Work (physics); Graduate students; Ideology; Program evaluation; Higher education; Work in process","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":[0.01130338,0.000267479,0.0001574013,0.001085565,0.003759873,0.005881548,0.001436636,0.001337866,0.01402344],"category_scores_gemma":[0.01882081,0.0002997904,0.0001826346,0.0009148259,0.002424583,0.002592551,0.005534235,0.002178286,0.007459408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003072567,"about_ca_system_score_gemma":0.01920293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002853358,"about_ca_topic_score_gemma":0.009883555,"domain_scores_codex":[0.9953007,0.002205602,0.0002586115,0.0003750097,0.00124644,0.0006136071],"domain_scores_gemma":[0.9863098,0.00207373,0.000755706,0.001247156,0.003371673,0.006242072],"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":[0.00008489719,0.0008967277,0.01576233,0.0003796805,0.000004945145,0.0005902263,0.1000222,0.0005899731,0.003570023,0.03055176,0.1510482,0.696499],"study_design_scores_gemma":[0.00002366641,0.0003552079,0.00948835,0.0003584968,0.000004750044,0.0006145783,0.1266554,0.0007761199,0.003510018,0.009534193,0.8486307,0.00004841867],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4100817,0.00182377,0.06885285,0.06775663,0.001633417,0.003236382,0.0006958057,0.003848955,0.4420705],"genre_scores_gemma":[0.6168938,0.002212326,0.08525217,0.003461034,0.0001434723,0.001004829,0.0005189262,0.0006130636,0.2899005],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01402344,"threshold_uncertainty_score":0.05977869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998458396151731,"score_gpt":0.1942551586491319,"score_spread":0.1742705746876146,"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."}}