{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000002492009,0.0005575201,0.0004500193,0.0006686603,0.0002830804,0.0001530765,0.0009320224,0.0004348668,0.00001795067],"category_scores_gemma":[0.000003726145,0.0006682329,0.0002097045,0.0005427182,0.000104194,0.0005288332,0.0004301293,0.00033158,0.0003514424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006327216,"about_ca_system_score_gemma":0.0002109002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002023778,"about_ca_topic_score_gemma":0.00006986786,"domain_scores_codex":[0.9980901,0.00004254798,0.0002221232,0.0006457189,0.0005060332,0.00049344],"domain_scores_gemma":[0.9988346,0.00004617542,0.0001923098,0.0005375132,0.0000960937,0.0002933622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003383402,0.0001519716,0.003344038,0.0002379526,0.0003955138,0.0001939253,0.00005894117,0.0001310618,0.001071298,0.0001770438,0.9939283,0.0002761841],"study_design_scores_gemma":[0.0007983313,0.0000398903,0.000878214,0.0004943438,0.0001312616,0.00002574886,0.004168458,0.00001165646,0.0002036954,0.000009704299,0.9924024,0.0008362935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005199368,0.0002278899,0.001126106,0.00000489348,0.001191002,0.001183121,0.0006726948,0.002187098,0.9882078],"genre_scores_gemma":[0.008919794,0.0001720911,0.0001658037,0.000008446347,0.0001398676,0.00000114097,0.000214023,0.0002633285,0.9901155],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.004109517,"threshold_uncertainty_score":0.9995769,"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."}}