{"id":"W4392404789","doi":"10.1007/978-3-031-48465-0_71","title":"Comparative Review: Leadership Styles in the Context of Smart Environments","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Canada West; Becton Dickinson (Canada)","funders":"","keywords":"Context (archaeology); Geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000550264,0.000233351,0.0005812188,0.00009921423,0.00003000451,0.00003166714,0.000205353,0.0002413488,0.00009467151],"category_scores_gemma":[0.00002313377,0.0001567859,0.00006617476,0.00008720452,0.0002631245,0.00001905907,0.00002508843,0.0006567171,0.00002302319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003253702,"about_ca_system_score_gemma":0.00001341808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008614868,"about_ca_topic_score_gemma":0.0003735688,"domain_scores_codex":[0.9986122,0.0002092919,0.0004334114,0.0003732548,0.0001829639,0.0001888796],"domain_scores_gemma":[0.9984571,0.000980955,0.00019555,0.0003294259,0.000008691505,0.00002826631],"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":[0.0005148828,0.00105299,0.01471986,0.01089775,0.0007197147,0.0004587457,0.1488183,0.007792655,0.0001453595,0.6298407,0.1222304,0.06280865],"study_design_scores_gemma":[0.0007097225,0.0005076122,0.002842505,0.02211807,0.0002100974,0.0002036727,0.004941301,0.00250081,0.00001086316,0.002045627,0.9629596,0.000950098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0008249019,0.7914657,0.0009301636,0.00288571,0.003633883,0.002486917,0.00005450416,0.00001945891,0.1976988],"genre_scores_gemma":[0.9652087,0.0070844,0.000001097024,0.001520357,0.0001911387,0.00006179631,0.00001501064,0.00001741305,0.02590007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9643838,"threshold_uncertainty_score":0.6393543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043918801696011,"score_gpt":0.3374640942125934,"score_spread":0.2330722140429923,"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."}}