{"id":"W2308371956","doi":"10.47678/cjhe.v45i4.184576","title":"New Faculty Experience in Times of Change","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Institution; Context (archaeology); Position (finance); Ethnography; Transition (genetics); Higher education; Sociology; Faculty development; Pedagogy; Academic institution; Organizational change; Public relations; Medical education; Management; Political science; Social science; Professional development; Medicine; Business; Geography; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.006461744,0.0004180323,0.0008875466,0.00250155,0.02780922,0.01448083,0.002413776,0.003316469,0.007359058],"category_scores_gemma":[0.01524085,0.0003666745,0.0004728143,0.002801711,0.02771548,0.009612924,0.0102543,0.005194469,0.0006195401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02609249,"about_ca_system_score_gemma":0.01600654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.137083,"about_ca_topic_score_gemma":0.2021488,"domain_scores_codex":[0.9907577,0.00377911,0.0002430058,0.000684287,0.00202901,0.00250692],"domain_scores_gemma":[0.9872205,0.004512257,0.001027216,0.0004054087,0.001758604,0.005076054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004760805,0.00002406025,0.002760436,0.00002809199,0.000004824549,0.0006977626,0.9855669,0.00004596017,0.00024041,0.005138109,0.001482169,0.003963666],"study_design_scores_gemma":[0.000003838249,0.00002122985,0.001991158,0.00003976602,0.000003867165,0.0002020202,0.967989,0.00005145835,0.0001195191,0.0007232585,0.02883255,0.00002231857],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330058,0.001532092,0.00140817,0.01257041,0.00053542,0.00006701588,0.0001010786,0.00007706739,0.05070299],"genre_scores_gemma":[0.9942059,0.0003518421,0.0001522521,0.0006491573,0.00006826445,0.00001433232,0.00002516442,0.00002626005,0.004506853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.137083,"threshold_uncertainty_score":0.2725702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2730814270944497,"score_gpt":0.4351411705389002,"score_spread":0.1620597434444505,"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."}}