{"id":"W7014801892","doi":"","title":"Recruiting for the CAO Role: An Evaluation of the Existing Recruitment Processes in Low and Single Tier Municipalities in Ontario","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Officer; Attrition; Position (finance); Competition (biology); Population; Delegate; Private sector; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02209474,0.0003826164,0.0008198231,0.001985488,0.01733826,0.006049124,0.003387114,0.001258285,0.004153409],"category_scores_gemma":[0.02885972,0.0007644231,0.0006846247,0.004341271,0.005809119,0.002258809,0.005921639,0.001690586,0.000703787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1272084,"about_ca_system_score_gemma":0.2203816,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.927519,"about_ca_topic_score_gemma":0.9850317,"domain_scores_codex":[0.9781578,0.00552295,0.001316421,0.001147448,0.007988177,0.00586713],"domain_scores_gemma":[0.9670714,0.006268896,0.003465563,0.001124516,0.01259345,0.009476196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007641414,0.0008033594,0.3232113,0.001906962,0.00008385659,0.0006907818,0.5268669,0.00029902,0.001470027,0.002856171,0.01051722,0.1305303],"study_design_scores_gemma":[0.0000899653,0.0009644079,0.4861168,0.0009380435,0.00007249683,0.0001085708,0.4639023,0.0005283803,0.0002645169,0.0003978946,0.0465097,0.000106939],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748819,0.001344157,0.0005817738,0.004291188,0.00009792743,0.002066402,0.0004459009,0.00004134102,0.01624942],"genre_scores_gemma":[0.9822962,0.001811735,0.002092395,0.001505593,0.00003496197,0.001334372,0.0005097829,0.00004422862,0.01037069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1272084,"threshold_uncertainty_score":0.9229656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5718125912893552,"score_gpt":0.4644084136318727,"score_spread":0.1074041776574825,"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."}}