{"id":"W4360939341","doi":"10.1177/0143831x231160820","title":"The union participation construct: A mixed-methods assessment","year":2023,"lang":"en","type":"article","venue":"Economic and Industrial Democracy","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of New Brunswick; Carleton University","funders":"","keywords":"Emic and etic; Construct (python library); Psychology; Political science; Survey data collection; Qualitative property; Social psychology; Sociology; Statistics; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1701159,0.0009985594,0.001493117,0.01396514,0.004439987,0.006278714,0.002517032,0.001289268,0.001823822],"category_scores_gemma":[0.1751022,0.001116044,0.00159961,0.01088872,0.003289413,0.004022906,0.007656804,0.001135738,0.0004909409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003694072,"about_ca_system_score_gemma":0.006849575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003316474,"about_ca_topic_score_gemma":0.006782373,"domain_scores_codex":[0.8238488,0.1302997,0.01834985,0.005353076,0.02082116,0.001327302],"domain_scores_gemma":[0.7772867,0.1470298,0.019885,0.01724732,0.03715586,0.001395348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007038512,0.001040134,0.2847208,0.005655283,0.0008885705,0.0002414267,0.2170533,0.0007976505,0.002716378,0.007363713,0.002171692,0.4766472],"study_design_scores_gemma":[0.0005691635,0.008807774,0.3298922,0.00854208,0.001675387,0.001301507,0.5182277,0.0096,0.015529,0.02360978,0.08165416,0.0005913293],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.690182,0.004532414,0.244652,0.001218377,0.0003019686,0.03514047,0.002912933,0.0003703984,0.02068949],"genre_scores_gemma":[0.6100436,0.00262694,0.3095215,0.0007136845,0.0001136633,0.07229915,0.00162825,0.0001449418,0.002908253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1701159,"threshold_uncertainty_score":0.8996696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05103258869529859,"score_gpt":0.3913905795925723,"score_spread":0.3403579908972738,"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."}}