{"id":"W3044100493","doi":"10.1007/s12186-020-09253-1","title":"Professional-Organizational Contradictions and Hybridization of Knowledge: Insights from the Study of Engineering and Nursing in Canada","year":2020,"lang":"en","type":"article","venue":"Vocations and Learning","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Christian Studies; University of Toronto; Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Professionalization; Mentorship; Professional development; Context (archaeology); Contradiction; Sociology; Reflexivity; Public relations; Engineering ethics; Pedagogy; Political science; Medical education; Medicine; Social science; Epistemology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00004653299,0.00005509847,0.00008985752,0.00005296484,0.0002026031,0.00002228585,0.00003351015,0.000009168236,0.00001256671],"category_scores_gemma":[0.0001983829,0.00004531774,0.000003279097,0.0004170476,0.00002140632,0.0001406211,0.0000511816,0.00006891821,2.315717e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001319425,"about_ca_system_score_gemma":0.00003992209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04296288,"about_ca_topic_score_gemma":0.04793721,"domain_scores_codex":[0.9996102,0.00001365084,0.0001529851,0.00009943608,0.00008107842,0.00004259369],"domain_scores_gemma":[0.9996734,0.0001201309,0.00008223919,0.00002748864,0.00009019025,0.000006518256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005469238,0.00006753069,0.9709899,0.00006559175,0.00003570962,3.086662e-7,0.006622558,0.003892794,0.0002097854,0.01653285,0.000207224,0.001370224],"study_design_scores_gemma":[0.0003324341,0.000006974279,0.9333385,0.00006305776,0.00003575747,8.907257e-8,0.01361804,0.05145003,0.000006758023,0.0001369366,0.0009570214,0.00005438971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972015,0.0008067943,0.0005628486,0.0009722703,0.00004604382,0.0001688941,0.00000108726,0.000009051792,0.0002315357],"genre_scores_gemma":[0.9997161,0.00003316741,0.00005440345,0.00006906363,0.00008631077,0.000004242529,0.00001898544,0.000006381165,0.00001133906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04755724,"threshold_uncertainty_score":0.9694355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00885728625531791,"score_gpt":0.1918558622820609,"score_spread":0.182998576026743,"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."}}