{"id":"W1592199984","doi":"10.1111/wusa.12173","title":"Assessing Faculty Attitudes toward Faculty Unions: A Survey of Four Primarily Undergraduate Universities","year":2015,"lang":"en","type":"article","venue":"WorkingUSA","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Restructuring; Austerity; Context (archaeology); Scope (computer science); Realm; Politics; Technician; Higher education; Sociology; Political science; Public relations; Public administration; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004186472,0.0001750422,0.0002936787,0.001508574,0.001861417,0.001640656,0.0004777357,0.0005204701,0.001692079],"category_scores_gemma":[0.01068882,0.0002517281,0.0001717793,0.001503199,0.001164939,0.0007206021,0.001559848,0.0006023134,0.0002560838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449854,"about_ca_system_score_gemma":0.001682227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007013164,"about_ca_topic_score_gemma":0.0145608,"domain_scores_codex":[0.9969227,0.001323552,0.0002323986,0.0001678836,0.0007417311,0.0006117004],"domain_scores_gemma":[0.9896355,0.002382409,0.00383671,0.0003543363,0.001464607,0.002326371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007531877,0.0003113341,0.9441743,0.00003000726,0.00001833618,0.0001028445,0.03542572,0.00005584335,0.002346699,0.0001643824,0.000341477,0.01695368],"study_design_scores_gemma":[0.00001142852,0.0004266738,0.8190333,0.00003200221,0.0000113628,0.000133406,0.1758528,0.0002559634,0.0008381822,0.00008789953,0.003296747,0.0000202283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993677,0.00002997379,0.00004279762,0.00007320291,0.000002315293,0.000008266811,0.00001654824,0.000001300512,0.0004581232],"genre_scores_gemma":[0.999329,0.00007552355,0.00007591987,0.00009903206,0.000005086305,0.00001447376,0.00002844205,8.917565e-7,0.0003716414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007013164,"threshold_uncertainty_score":0.02214044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2314175572095315,"score_gpt":0.4039450155765716,"score_spread":0.1725274583670401,"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."}}