{"id":"W4255193367","doi":"10.32920/ryerson.14638209","title":"Third Sector Restructuring and the New Contracting Regime: The Case of Immigrant Serving Agencies in Ontario","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Nonprofit Sector and Volunteering","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Laidlaw Foundation","keywords":"Restructuring; Public sector; Accountability; Immigration; Work (physics); Service delivery framework; Business; Service (business); Diversity (politics); Private sector; Public service; Public administration; Voluntary sector; Public relations; Economic growth; Political science; Economics; Marketing; Economy; Finance; Engineering","routes":{"ca_aff":false,"ca_fund":true,"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":[0.003685947,0.0002245812,0.0003283506,0.0008814479,0.03938766,0.006774601,0.002428948,0.004280781,0.005361096],"category_scores_gemma":[0.006909539,0.0004045299,0.0005145177,0.002176473,0.01075671,0.001635973,0.005622825,0.00391718,0.0002584853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1347498,"about_ca_system_score_gemma":0.1284108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9824179,"about_ca_topic_score_gemma":0.994374,"domain_scores_codex":[0.993714,0.001209083,0.0001371419,0.0002402412,0.001167037,0.003532425],"domain_scores_gemma":[0.9943632,0.001302805,0.0004405988,0.0003025093,0.001204829,0.002386096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001581906,0.0001867296,0.05498674,0.0002216678,0.00003628711,0.01607332,0.6330076,0.001546021,0.002372073,0.240404,0.02062297,0.03038432],"study_design_scores_gemma":[0.00003710486,0.00006825326,0.051899,0.0002875735,0.00003403333,0.001282244,0.6874609,0.001753331,0.0004289555,0.006877857,0.2497701,0.0001006636],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8693919,0.0007314693,0.0007136852,0.02967717,0.00007725211,0.0001629679,0.0001054531,0.00002020702,0.09911989],"genre_scores_gemma":[0.9699613,0.0006069425,0.0005170467,0.002452411,0.00002170023,0.00004932636,0.00003959298,0.00001732051,0.02633429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1347498,"threshold_uncertainty_score":0.977683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03465772164076491,"score_gpt":0.2842219187562041,"score_spread":0.2495641971154392,"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."}}