{"id":"W4388625289","doi":"10.1007/978-3-031-40635-5_20","title":"Conclusion and a Way Forward for Managing Complex Tasks","year":2023,"lang":"en","type":"book-chapter","venue":"Understanding complex systems","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Mindset; Systems thinking; Humanity; Parallel thinking; Engineering ethics; Computer science; Critical systems thinking; Psychology; Engineering; Critical thinking; Political science; Artificial intelligence; Mathematics education","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005701303,0.001034624,0.002559819,0.002117442,0.001765057,0.00254295,0.001493494,0.0005854872,0.000507086],"category_scores_gemma":[0.0007623979,0.0008664116,0.0007431419,0.0004014074,0.0003953195,0.0002809388,0.001388563,0.0004745662,0.0006847846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009277161,"about_ca_system_score_gemma":0.0001148383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001188267,"about_ca_topic_score_gemma":0.0002409039,"domain_scores_codex":[0.989989,0.0002098234,0.003057186,0.00221074,0.003551996,0.0009812891],"domain_scores_gemma":[0.9873791,0.007754769,0.001973984,0.001749995,0.0006574957,0.0004846801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007758535,0.000006020476,0.00002130537,0.0002104618,0.0001342347,0.00004365253,0.0003855633,0.0001768203,0.00006888143,0.7872639,0.2105331,0.001078497],"study_design_scores_gemma":[0.0009109233,0.000135567,0.00003229487,0.0008779439,0.00006762179,0.0001070944,0.002569992,0.07121384,1.809463e-7,0.4931303,0.430227,0.0007272569],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001783542,0.001619296,0.4849207,0.0005382902,0.004253628,0.003139968,0.0009838637,0.0005467476,0.5039796],"genre_scores_gemma":[0.3483472,0.00005359681,0.001100261,0.0002211542,0.001318108,0.00008635461,0.0001672856,0.0003820954,0.648324],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4838205,"threshold_uncertainty_score":0.9995345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4763933800549527,"score_gpt":0.403924270709931,"score_spread":0.07246910934502171,"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."}}