{"id":"W2027806062","doi":"10.1111/j.1552-6356.2005.tb00722.x","title":"Some Thoughts on Change","year":2005,"lang":"en","type":"editorial","venue":"AWHONN Lifelines","topic":"Organizational Change and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01466507,0.003326695,0.002484378,0.00642749,0.008272086,0.01648249,0.004136768,0.02839184,0.02061544],"category_scores_gemma":[0.05944399,0.001146597,0.00298303,0.003391132,0.007848879,0.01037173,0.004775061,0.03960041,0.008603346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009211763,"about_ca_system_score_gemma":0.008345919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380587,"about_ca_topic_score_gemma":0.03929424,"domain_scores_codex":[0.9880038,0.003668858,0.001284206,0.001190333,0.004689686,0.001162935],"domain_scores_gemma":[0.9643995,0.01492234,0.001541189,0.00134179,0.01303902,0.004756104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000626457,0.000004123203,0.00001210147,0.00006469334,0.000004204193,0.00003339981,0.0000408437,0.00000690776,0.000007369011,0.0006831705,0.995878,0.003258991],"study_design_scores_gemma":[0.00002104419,0.000007405716,0.0001434998,0.0003743247,0.00001694351,0.00005377212,0.0001711298,0.0000251296,0.00001875181,0.001562301,0.9975909,0.00001479622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002314874,0.01381015,0.00007866409,0.1792967,0.8031888,0.00001275107,0.0000287192,0.0000298238,0.003531278],"genre_scores_gemma":[0.001176002,0.01113946,0.0002491898,0.2697266,0.6897137,0.00006375554,0.00004939315,0.00007023316,0.02781167],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02839184,"threshold_uncertainty_score":0.07755721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06050520036244949,"score_gpt":0.2688024421386322,"score_spread":0.2082972417761828,"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."}}