{"id":"W7018052217","doi":"","title":"Collegiality and the digitalized cage: advancing theory on multilevel leadership","year":2022,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Collegiality; Shared leadership; Focus (optics); Social exchange theory; Human resource management; Workforce; Leadership studies; Leadership theory; Conceptual framework; Work (physics); Resource (disambiguation)","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00688635,0.0001008238,0.0001457338,0.0002777645,0.004165558,0.00009566962,0.0004588925,0.00006123068,0.001104378],"category_scores_gemma":[0.001383438,0.0000940204,0.00006772108,0.001001614,0.001582946,0.0004062198,0.0002145951,0.0007462154,0.0000153886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004559205,"about_ca_system_score_gemma":0.0009193979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003937437,"about_ca_topic_score_gemma":0.0002019834,"domain_scores_codex":[0.9949121,0.002780408,0.000139509,0.0003201521,0.00129494,0.0005528301],"domain_scores_gemma":[0.9973265,0.001899142,0.0000857777,0.0002185702,0.0003092446,0.0001607721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005724352,0.0001120518,0.001489563,0.00001363087,0.00002953027,0.00002866616,0.01570011,0.00002694275,0.00000638662,0.9690541,0.01210064,0.0008659685],"study_design_scores_gemma":[0.002017423,0.0001339825,0.009216568,0.00002370794,0.00001538382,0.000001794571,0.683154,0.00003456209,0.00002096245,0.01374915,0.2914057,0.0002267913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4111337,0.00006081578,0.0001452911,0.1897564,0.0006075982,0.002031328,0.00016397,0.0001761444,0.3959247],"genre_scores_gemma":[0.9476574,0.00003664946,0.00003640722,0.0004233581,0.0001412443,0.000008974231,0.00003017562,0.000009479507,0.05165632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9553049,"threshold_uncertainty_score":0.9998087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08943746580624394,"score_gpt":0.3493750365428903,"score_spread":0.2599375707366463,"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."}}