{"id":"W7135820778","doi":"","title":"Organisational Change","year":2021,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Organizational Change and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004860146,0.0001262886,0.0001437324,0.0004387666,0.0005574655,0.0001280437,0.0002902914,0.0001015137,0.005539776],"category_scores_gemma":[0.0003307255,0.0001475153,0.00006845186,0.001832968,0.0001288027,0.001364401,0.0004033239,0.0003343821,0.001553464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008629137,"about_ca_system_score_gemma":0.0001789664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008703279,"about_ca_topic_score_gemma":0.0001101545,"domain_scores_codex":[0.9982327,0.00006223,0.0001182103,0.0003640865,0.0007346311,0.0004880936],"domain_scores_gemma":[0.9985201,0.0001101718,0.00006276232,0.0002286185,0.001027497,0.00005079508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008520525,0.0005188021,0.1690487,0.0003823559,0.0001389845,0.003159982,0.0006315834,0.000009482024,0.0003678155,0.6718668,0.1525485,0.00124187],"study_design_scores_gemma":[0.0008504015,0.00002163374,0.1608623,0.00006765389,0.00003984105,0.00001034745,0.01038222,0.00007576244,0.0003307246,0.003337356,0.8235971,0.0004246709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4615613,0.0001903351,0.0006755696,0.2312707,0.001359499,0.001458027,0.0001325771,0.0009332192,0.3024188],"genre_scores_gemma":[0.9751603,0.00003640319,0.0001208915,0.001360774,0.004892219,0.000001405291,0.0004444696,0.00003088548,0.01795263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6710486,"threshold_uncertainty_score":0.9992239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08091608429123896,"score_gpt":0.274080221757609,"score_spread":0.19316413746637,"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."}}