{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00189601,0.0001106827,0.0003106115,0.0005058096,0.0009886088,0.00005690447,0.0005580619,0.00008823878,0.00001970005],"category_scores_gemma":[0.0002498465,0.00008733165,0.000074926,0.002404175,0.0004853576,0.00006121684,0.00005048073,0.0003514483,5.835257e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451253,"about_ca_system_score_gemma":0.01727707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9782372,"about_ca_topic_score_gemma":0.9994516,"domain_scores_codex":[0.9970935,0.0009093332,0.0003643284,0.0002808721,0.0009507696,0.0004012267],"domain_scores_gemma":[0.9980933,0.0009296271,0.000228836,0.0002616894,0.0003503407,0.0001362267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001121294,0.00003474489,0.946095,0.00005041879,0.0006506026,0.00002656843,0.04989457,0.000006056789,0.0001087402,0.00182805,0.0001582597,0.001034822],"study_design_scores_gemma":[0.00008665612,0.0000234513,0.7301603,0.00004073244,0.00005861021,5.581068e-8,0.2568863,0.000002478734,0.0002430791,0.00002542978,0.01240388,0.00006899329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896376,0.0001053054,3.573559e-7,0.0004910301,0.0003625223,0.0003323583,0.00001010363,0.000007615959,0.009053167],"genre_scores_gemma":[0.9809,0.0001758611,0.000002853493,0.00000212771,0.00002920013,0.000005635363,0.00002489021,0.00000706944,0.01885238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2159347,"threshold_uncertainty_score":0.9882941,"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."}}