{"id":"W2966107898","doi":"10.14288/1.0378525","title":"Making sense of organizational and occupational identities of management and professional staff at the University of British Columbia","year":2019,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public relations; Sociology; Management; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005101672,0.0003083443,0.0004426529,0.002995626,0.0322873,0.02023316,0.00230013,0.001934739,0.005038527],"category_scores_gemma":[0.01679254,0.0003880508,0.0001340138,0.004081649,0.01051457,0.004392557,0.00674088,0.003630844,0.001065337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06399379,"about_ca_system_score_gemma":0.09585241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.93808,"about_ca_topic_score_gemma":0.9646711,"domain_scores_codex":[0.9901529,0.002746219,0.0003146927,0.0008569062,0.003745623,0.002183738],"domain_scores_gemma":[0.9769445,0.003627306,0.001831723,0.000678918,0.008398958,0.008518736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000115956,0.00009099154,0.09839261,0.0003033383,0.00003412505,0.001203186,0.6305987,0.0001848243,0.001903348,0.01389717,0.0970545,0.1562213],"study_design_scores_gemma":[0.000004072087,0.00002356383,0.06673633,0.0008256439,0.00001482308,0.0002136668,0.779061,0.0002304243,0.0003159068,0.002853743,0.1496165,0.0001043565],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7228342,0.01337177,0.002353196,0.08691756,0.001094236,0.00009898804,0.0005046967,0.0001093658,0.172716],"genre_scores_gemma":[0.9594329,0.004186482,0.0008498834,0.00676663,0.00006670204,0.00004384065,0.0001263329,0.00005190293,0.02847536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.93808,"threshold_uncertainty_score":0.4643096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007397330972782312,"score_gpt":0.1660957588044628,"score_spread":0.1586984278316805,"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."}}