{"id":"W4396868916","doi":"10.29173/ijll42","title":"(2024). [Review of the book the \"Advice trap: Be humble, stay curious &amp; change the way you lead forever\", by M. Bungay Stanier, 2020]","year":2024,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Trap (plumbing); Lead (geology); Advice (programming); History; Computer science; Engineering; Biology; Environmental engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007079654,0.0007206494,0.0006472003,0.001278905,0.001334611,0.004290815,0.001264934,0.002762687,0.1262432],"category_scores_gemma":[0.003510849,0.000434658,0.000609645,0.0018155,0.0007004574,0.003578853,0.001450437,0.003758123,0.1052299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002086721,"about_ca_system_score_gemma":0.003331342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01550772,"about_ca_topic_score_gemma":0.04285744,"domain_scores_codex":[0.9993615,0.00007977083,0.00003805568,0.00006655454,0.000396964,0.00005727815],"domain_scores_gemma":[0.9989852,0.0001678609,0.00007466656,0.00002245101,0.0005686351,0.0001811196],"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":[0.000002783701,0.000002068906,0.00001356433,0.00009415599,7.928676e-7,0.00001153062,0.00002032138,0.000006480587,0.00001471334,0.0005001141,0.9792917,0.0200418],"study_design_scores_gemma":[0.00000141275,0.000003212093,0.0001419316,0.0001846859,0.0000011397,0.00005085319,0.00003502092,0.000007696701,0.00000862353,0.0002012405,0.9993617,0.000002573706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004342277,0.3863946,0.001198658,0.1227069,0.1207275,0.0001597418,0.001241341,0.0005980171,0.3665391],"genre_scores_gemma":[0.001626156,0.07059297,0.0006594421,0.04245551,0.0140773,0.0001080577,0.000840747,0.0002055801,0.8694342],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1262432,"threshold_uncertainty_score":0.4223257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1807260230927961,"score_gpt":0.4080693767347665,"score_spread":0.2273433536419703,"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."}}