{"id":"W4399408894","doi":"10.1007/978-3-031-56988-3_1","title":"Introduction: Why and How This Book Has Been Written?","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Organizational Management and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"History; Literature; Art","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":[0.001180481,0.0007272803,0.0008859037,0.001928389,0.002176378,0.01159618,0.001068781,0.003034898,0.09793112],"category_scores_gemma":[0.004254173,0.0004590976,0.0006364001,0.002401749,0.001726843,0.006930705,0.002166108,0.005657907,0.0673157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996845,"about_ca_system_score_gemma":0.002305691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004335417,"about_ca_topic_score_gemma":0.008774338,"domain_scores_codex":[0.9988605,0.0001829067,0.00005788943,0.0001719278,0.0006400694,0.00008684615],"domain_scores_gemma":[0.9982709,0.0005684388,0.00006609489,0.00007611729,0.0008308532,0.0001876175],"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":[0.000009112528,0.00001222817,0.00005937933,0.0001929336,0.00000291978,0.00003553149,0.0002048154,0.0000455136,0.0001401265,0.02390768,0.9194012,0.05598858],"study_design_scores_gemma":[0.000001130595,0.000003797936,0.00007182758,0.0001629494,0.000001864368,0.00003432189,0.00007039044,0.00002487902,0.00004055732,0.001694539,0.9978896,0.000004097953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000759631,0.08249369,0.003914303,0.08541971,0.17995,0.00009551657,0.0009712623,0.0006859769,0.6457099],"genre_scores_gemma":[0.002864077,0.02133098,0.002548698,0.01743802,0.0197818,0.00006431369,0.0007359919,0.0005787615,0.9346574],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09793112,"threshold_uncertainty_score":0.3276122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793473241953566,"score_gpt":0.1870081688765458,"score_spread":0.1590734364570102,"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."}}