{"id":"W4386459687","doi":"10.1177/23294884231196893","title":"Words Matter: Measuring the Co-Operative Identity Crisis","year":2023,"lang":"en","type":"article","venue":"International Journal of Business Communication","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Mary's University; Saint Mary's University; University of Saskatchewan","funders":"","keywords":"Organizational identity; Identity (music); Isomorphism (crystallography); Variety (cybernetics); Economics; Public relations; Business; Sociology; Accounting; Marketing; Political science; Computer science; Organizational commitment","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007598851,0.00009952446,0.0001502126,0.0002726629,0.0003264686,0.0006481705,0.00111739,0.00002441385,0.0002712862],"category_scores_gemma":[0.0001758617,0.00007332933,0.00008202816,0.0004501433,0.00006570774,0.002405255,0.0004600985,0.0001665067,0.0005302714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008002755,"about_ca_system_score_gemma":0.00002524489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002794603,"about_ca_topic_score_gemma":0.000301569,"domain_scores_codex":[0.9990512,0.00002693988,0.000416244,0.00008295893,0.0003143187,0.0001083897],"domain_scores_gemma":[0.9976133,0.00008645288,0.0004735258,0.0002400296,0.001580184,0.000006539971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006243509,0.00050765,0.3017678,0.0001463838,0.002145697,0.0000617744,0.005608943,0.03667198,0.001627586,0.08970743,0.5224127,0.03871774],"study_design_scores_gemma":[0.001162287,0.000007428849,0.7302849,0.0002292718,0.00008648452,0.00003506774,0.007416569,0.005870129,0.00009961014,0.008462771,0.2460213,0.0003241411],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8670171,0.0005647187,0.002828644,0.1125734,0.002297761,0.000194692,0.00000822378,0.00005959511,0.01445586],"genre_scores_gemma":[0.9961178,0.0008660514,0.00007815737,0.001894016,0.0008958277,0.000007619066,0.00002523393,0.00001352278,0.0001017186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4285171,"threshold_uncertainty_score":0.6815743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04188463559181509,"score_gpt":0.300950760097171,"score_spread":0.2590661245053559,"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."}}