{"id":"W3095020951","doi":"10.5206/elip.v3i1.9349","title":"Managing Transition and Change","year":2020,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"Organizational Downsizing and Restructuring","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Transition (genetics); Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004728439,0.0002485425,0.0002346438,0.0009732586,0.009193277,0.01040404,0.001125186,0.002861089,0.008359367],"category_scores_gemma":[0.009769998,0.0002406454,0.0003502088,0.001240423,0.008451127,0.01133476,0.007276691,0.004040917,0.001339322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006461601,"about_ca_system_score_gemma":0.009903953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009707844,"about_ca_topic_score_gemma":0.01580857,"domain_scores_codex":[0.995082,0.002587001,0.0001212265,0.0004056066,0.0004632936,0.001340861],"domain_scores_gemma":[0.9947154,0.001817029,0.0003911206,0.0003147796,0.0005899416,0.00217176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001381724,0.0002127791,0.007586012,0.0002084555,0.00001650897,0.002086327,0.527703,0.0005934236,0.001358313,0.2277999,0.08121912,0.1510779],"study_design_scores_gemma":[0.0000169742,0.00007331825,0.004424294,0.0002655769,0.000009850436,0.0003190865,0.4737117,0.000500201,0.00050987,0.04476281,0.4753752,0.00003124694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2701039,0.003681646,0.01838393,0.2083357,0.002113116,0.0004822554,0.0002362257,0.00039039,0.4962728],"genre_scores_gemma":[0.9568056,0.0008772402,0.002731132,0.005010189,0.0001181925,0.0001564958,0.00007942793,0.0000747705,0.03414699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01040404,"threshold_uncertainty_score":0.04688245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094554438332461,"score_gpt":0.1811970869884784,"score_spread":0.1702515426051538,"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."}}