{"id":"W4388624868","doi":"10.1007/978-3-031-40635-5_1","title":"Introduction: Managing Complex Tasks with Systems Thinking","year":2023,"lang":"en","type":"book-chapter","venue":"Understanding complex systems","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Systems thinking; Computer science; Management science; Knowledge management; Cognitive science; Artificial intelligence; Engineering; Psychology","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":[0.0003137074,0.001199994,0.000672326,0.00120639,0.0007903301,0.003263334,0.0009015111,0.001408373,0.0681987],"category_scores_gemma":[0.0006733445,0.0004129673,0.0005872219,0.002185833,0.0009610715,0.003736274,0.001112226,0.002933161,0.02867891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001135586,"about_ca_system_score_gemma":0.001272109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533578,"about_ca_topic_score_gemma":0.003560867,"domain_scores_codex":[0.9998018,0.00002730362,0.000008645761,0.0000377375,0.0001091879,0.00001530729],"domain_scores_gemma":[0.99975,0.0001365839,0.000008392056,0.00001791743,0.00006738838,0.00001988633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001377022,0.00007613986,0.00005780452,0.000658863,0.000009879025,0.0000708044,0.0003744356,0.002607218,0.0008483277,0.2516197,0.4583778,0.2852851],"study_design_scores_gemma":[0.000002905087,0.00001264608,0.00009125348,0.0002944578,0.000003823905,0.00008898638,0.00004789015,0.0007511707,0.000220159,0.09096693,0.9075119,0.000007779177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000629501,0.04494184,0.06691727,0.005752573,0.005869875,0.0001415184,0.0004627395,0.0006107547,0.874674],"genre_scores_gemma":[0.005991619,0.0382371,0.03309809,0.002990617,0.002915777,0.0001865642,0.0005488212,0.0004130221,0.9156186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0681987,"threshold_uncertainty_score":0.2281474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3674569616244798,"score_gpt":0.3608052618187463,"score_spread":0.006651699805733546,"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."}}