{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00003134516,0.0001015088,0.00008039321,0.000173919,0.0002064587,0.0003841189,0.00007433522,0.00002731635,0.0003502035],"category_scores_gemma":[0.0000241078,0.00009798105,0.0000264322,0.0003805805,0.00002867696,0.0141808,0.00006945347,0.0000821565,0.0001089579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005541055,"about_ca_system_score_gemma":0.000005459396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002006503,"about_ca_topic_score_gemma":1.675246e-7,"domain_scores_codex":[0.9994929,0.000003325191,0.0001463136,0.0001104295,0.0001325238,0.0001145166],"domain_scores_gemma":[0.9998136,0.000006557104,0.00008089896,0.0000488115,0.00003364091,0.00001655076],"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":[0.0002952157,0.0000619371,0.01356598,0.002243451,0.0001835278,0.00001700788,0.2562151,0.002784839,0.0005847929,0.6151565,0.01925093,0.08964071],"study_design_scores_gemma":[0.00245283,0.00005650685,0.1949893,0.0002891168,0.0001306113,0.00002143052,0.1210017,0.1938738,0.0008407191,0.01941922,0.4652432,0.001681602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6076764,0.001121243,0.004378154,0.2868877,0.0005472652,0.0006549739,0.00001619449,0.002258271,0.09645979],"genre_scores_gemma":[0.9887113,0.0000790145,0.0003491935,0.009477972,0.00127577,0.000005067258,0.00007019674,0.00001448669,0.00001700645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5957373,"threshold_uncertainty_score":0.9996073,"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."}}