{"id":"W4385190614","doi":"10.32920/23739564","title":"Not Profiting from Precarity: The Work of Nonprofit Service Delivery and the Creation of Precariousness","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Nonprofit Sector and Volunteering","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Toronto Metropolitan University; Centre for Social Innovation","funders":"","keywords":"Precarity; Precarious work; Nonprofit sector; Service (business); Tertiary sector of the economy; Public relations; Meaning (existential); Phenomenon; Work (physics); Business; Political science; Sociology; Economic growth; Marketing; Gender studies; Economics; Psychology","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":[0.002233057,0.0001976109,0.0004597372,0.00005511423,0.0003837646,0.000121459,0.0007272111,0.0003040114,0.00006128617],"category_scores_gemma":[0.0003671975,0.0001200771,0.0001391173,0.0004284191,0.0005355032,0.00009854981,0.0009359471,0.0004720493,0.000004629267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000569243,"about_ca_system_score_gemma":0.0002565124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3321657,"about_ca_topic_score_gemma":0.05460748,"domain_scores_codex":[0.9977547,0.0005166163,0.0004965982,0.0003837642,0.0005986434,0.0002497144],"domain_scores_gemma":[0.9968334,0.00175701,0.0004818409,0.0004806107,0.0004022287,0.00004483966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001062265,0.00008760408,0.5415874,0.001576627,0.001047781,0.000002385689,0.3990629,0.001346667,0.001319841,0.03084615,0.0003267231,0.02173369],"study_design_scores_gemma":[0.002755317,0.00005668227,0.8333586,0.004149018,0.001333403,6.250673e-7,0.09764105,0.00914314,0.01276968,0.03618756,0.001306596,0.00129826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856037,0.0004042661,0.0004135498,0.003217343,0.0007511848,0.001510495,0.00006480535,0.0001117332,0.007922846],"genre_scores_gemma":[0.99755,0.0002507556,0.0005189818,0.00007824616,0.000321642,0.0001379515,0.00002354265,0.00002600257,0.001092866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3014219,"threshold_uncertainty_score":0.9626434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05622748223939735,"score_gpt":0.309978434260112,"score_spread":0.2537509520207146,"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."}}