{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002310986,0.0004800587,0.00041882,0.0004364667,0.0001985682,0.0003535025,0.0005060055,0.000696279,0.000006077515],"category_scores_gemma":[0.0008772364,0.000424386,0.0001426108,0.0004513052,0.0000439554,0.001165651,0.0001454358,0.0005567622,0.004661511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004757451,"about_ca_system_score_gemma":0.00005087241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000150051,"about_ca_topic_score_gemma":0.0001711487,"domain_scores_codex":[0.9977562,0.00001304082,0.0003551263,0.000549588,0.0009049153,0.0004211536],"domain_scores_gemma":[0.998575,0.0002435633,0.0003279627,0.0003877331,0.0004436598,0.00002207563],"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":[0.0000264742,0.00007143327,0.00005035587,0.0002109566,0.00002784566,0.00001351218,0.0000484238,0.000002298559,0.000002412328,0.00003861415,0.9988036,0.0007040287],"study_design_scores_gemma":[0.0003459124,0.00001399624,0.00007168571,0.000223864,0.000091402,2.462703e-7,0.00004879673,0.00004172114,0.00001182046,0.0009950838,0.997649,0.000506428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00010094,0.001532457,0.000002562525,0.006020628,0.9915556,0.0002946492,0.00007185776,0.0003282705,0.00009300192],"genre_scores_gemma":[0.000853433,0.0003047853,0.00002871933,0.004706786,0.9876369,0.00005917641,0.002258282,0.0001660443,0.003985855],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.004655433,"threshold_uncertainty_score":0.9998208,"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."}}