{"id":"W4408810007","doi":"10.63409/2024.45","title":"Individual and Collective Action: Advocating for Academic Librarians’ Rights from Within and Outside of the Bargaining Unit","year":2024,"lang":"en","type":"article","venue":"CAUT Journal","topic":"Nonprofit Sector and Volunteering","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Unit (ring theory); Action (physics); Collective bargaining; Collective action; Law and economics; Political science; Sociology; Public relations; Law; Psychology; Mathematics education; Physics","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":[0.0006516611,0.00006110094,0.00009778677,0.00005658411,0.0008313411,0.0001866132,0.0001162378,0.00008681286,0.00001797083],"category_scores_gemma":[0.0001797401,0.00004290155,0.00003294485,0.00019137,0.000139462,0.0003513531,0.0000374625,0.0004268998,2.194414e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004009183,"about_ca_system_score_gemma":0.0003631864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001881193,"about_ca_topic_score_gemma":0.0001684441,"domain_scores_codex":[0.9993277,0.0001079446,0.000164645,0.0001054642,0.0001671582,0.0001271097],"domain_scores_gemma":[0.9994032,0.0003592724,0.00008873938,0.00003412256,0.00003814171,0.00007648595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001169447,0.00001655452,0.3315394,0.0001026812,0.0005921402,0.00002236126,0.5668737,0.00005284983,0.007514473,0.07241352,0.004642171,0.01611322],"study_design_scores_gemma":[0.001448521,0.0001862511,0.215153,0.001879808,0.0003767335,0.0001603109,0.1156944,0.003316857,0.01169172,0.6372655,0.01232238,0.0005046212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928987,0.002028722,0.000848972,0.0004874041,0.000871583,0.0001415456,0.00001814756,0.00002138938,0.002683538],"genre_scores_gemma":[0.997833,0.00003917162,0.0007847261,0.00004122124,0.0007937512,0.000003875941,5.701939e-7,0.000007544125,0.0004962011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5648519,"threshold_uncertainty_score":0.6394088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09845207349016219,"score_gpt":0.3596797032929514,"score_spread":0.2612276298027892,"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."}}