{"id":"W7015894919","doi":"","title":"The Unsung Heroes of Training and Development in Canada, The Administrators: A Content Analysis of Job Announcements","year":2023,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Nucleofection; Hyporeflexia; Proteogenomics; Articular cartilage damage; Demotion; Circumstantial evidence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003799011,0.0002169657,0.0002082579,0.003530492,0.005675494,0.003497266,0.000760259,0.0004076459,0.0009873902],"category_scores_gemma":[0.01806566,0.0002878705,0.0001542969,0.005866589,0.00267279,0.001097947,0.001665846,0.0008496349,0.0001290695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03351435,"about_ca_system_score_gemma":0.05415388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8870624,"about_ca_topic_score_gemma":0.9315592,"domain_scores_codex":[0.9973672,0.0005511271,0.0002027154,0.0002224456,0.001187962,0.000468489],"domain_scores_gemma":[0.9833689,0.006265357,0.002970628,0.0004658794,0.005167926,0.001761231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001878387,0.0001332459,0.4117792,0.0004205516,0.00001636989,0.0007384761,0.5275717,0.000374458,0.00216894,0.003074262,0.006387548,0.04714745],"study_design_scores_gemma":[0.000004245128,0.00003959006,0.5678219,0.0001726885,0.00001021522,0.0000708622,0.3965363,0.0005116604,0.0004244258,0.0001040178,0.03427219,0.00003191315],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944378,0.0003085901,0.0003821701,0.0007085776,0.00002475762,0.0001237747,0.0007627374,0.0000220237,0.003229596],"genre_scores_gemma":[0.9951044,0.0006138192,0.001007005,0.0001339725,0.00001521371,0.0001259639,0.0007345514,0.00001870634,0.002246364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1129376,"threshold_uncertainty_score":0.2431648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084942184643086,"score_gpt":0.3512054850401717,"score_spread":0.2427112665758631,"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."}}