{"id":"W2186402515","doi":"","title":"ATTRACTING AND RETAINING ACADEMIC TALENT IN THE CITY OF KINGSTON, ONTARIO","year":2009,"lang":"en","type":"article","venue":"QSpace (Queen's University Library)","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Business; Public relations; Political science","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":[0.0009121161,0.0001985411,0.0003285905,0.001359563,0.01787683,0.0034819,0.001421146,0.0005107163,0.003437286],"category_scores_gemma":[0.002743979,0.0002319782,0.0001808106,0.003302463,0.006376295,0.0008326847,0.003046333,0.0005893882,0.0003251428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05506908,"about_ca_system_score_gemma":0.0622291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.968049,"about_ca_topic_score_gemma":0.9939663,"domain_scores_codex":[0.9988559,0.0002423085,0.00004087631,0.0001112418,0.000221922,0.0005277087],"domain_scores_gemma":[0.995944,0.0008705814,0.0006349895,0.0001236183,0.000941375,0.001485467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008799824,0.00007108998,0.1493118,0.0002236,0.00001550384,0.001873818,0.822861,0.0001670647,0.001402375,0.002594054,0.004353631,0.01703803],"study_design_scores_gemma":[0.000003934272,0.0000220617,0.2381361,0.00006983374,0.000008346713,0.00009929578,0.7461073,0.00007513661,0.0001639475,0.0001432742,0.01515062,0.00002029475],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896703,0.0001905421,0.00004172204,0.0008593165,0.000008434383,0.000023941,0.00008760903,0.00000488898,0.009113357],"genre_scores_gemma":[0.9939008,0.0003505833,0.00008250537,0.000144646,0.000004303692,0.00001492112,0.0000445861,0.00000454648,0.005453095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05506908,"threshold_uncertainty_score":0.399556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636997724343765,"score_gpt":0.2345685144234601,"score_spread":0.2181985371800224,"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."}}