{"id":"W4253847896","doi":"10.1007/978-981-10-6858-4_19","title":"Creating an Intentional Career Path: The Journey from Graduate Teaching Associate to Educational Developer","year":2018,"lang":"en","type":"book-chapter","venue":"University development and administration","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Career path; Graduate students; Graduate education; Path (computing); Work (physics); Field (mathematics); Ethnography; Pedagogy; Sociology; Mathematics education; Psychology; Medical education; Computer science; Engineering; Medicine; Engineering management","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":[0.007305046,0.0002815921,0.0003206294,0.001065114,0.007910577,0.01796214,0.001220874,0.001810986,0.01006042],"category_scores_gemma":[0.01205161,0.0002841471,0.0002355815,0.001187986,0.007214807,0.007816657,0.008262809,0.005395724,0.002758962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007265305,"about_ca_system_score_gemma":0.03437383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004416633,"about_ca_topic_score_gemma":0.01590681,"domain_scores_codex":[0.9946173,0.003006785,0.00009549689,0.0002181878,0.001487604,0.0005747508],"domain_scores_gemma":[0.9903637,0.002784265,0.0003067794,0.0003424699,0.002081562,0.004121315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003197568,0.0004876405,0.003983522,0.0001467403,0.000004184209,0.0002725785,0.06583346,0.00008796815,0.0003622492,0.4072049,0.1615243,0.3600605],"study_design_scores_gemma":[0.00001192773,0.000133517,0.004023549,0.001007435,0.000005637403,0.0003689477,0.1267515,0.0002554374,0.0005794623,0.09321481,0.7736229,0.00002479443],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06358129,0.01068879,0.01572311,0.1136205,0.003470599,0.0002553381,0.00006850998,0.0003396957,0.7922523],"genre_scores_gemma":[0.5380445,0.01030572,0.02745968,0.01249245,0.0003772421,0.0005151338,0.0001600957,0.0005753745,0.4100698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01796214,"threshold_uncertainty_score":0.05271369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.193238588875567,"score_gpt":0.3669304223684287,"score_spread":0.1736918334928617,"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."}}