{"id":"W2954219756","doi":"","title":"Conquering Complexity with Active Engagement","year":2019,"lang":"en","type":"article","venue":"2019 ASTC Annual Conference (September 21 - 24)","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Science Centre","funders":"","keywords":"Computer science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002387553,0.0004800783,0.000941087,0.0003756903,0.0003293123,0.0008570387,0.001408454,0.0001440781,0.01925313],"category_scores_gemma":[0.0003948601,0.0003320402,0.0001940321,0.0007348708,0.000274917,0.00119783,0.0007702229,0.0005623528,0.01513297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050049,"about_ca_system_score_gemma":0.0003187552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002378019,"about_ca_topic_score_gemma":0.0003323857,"domain_scores_codex":[0.9936514,0.0005702222,0.001070659,0.001342179,0.002635973,0.0007295507],"domain_scores_gemma":[0.9943149,0.001356657,0.0006604649,0.001594611,0.001744803,0.0003285706],"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":[0.001667507,0.0006121389,0.07935957,0.00008892435,0.0004885058,0.0001824043,0.02232293,0.001937943,0.002403339,0.2022181,0.5185811,0.1701376],"study_design_scores_gemma":[0.002202302,0.0005817448,0.1042816,0.0002613211,0.00003097074,0.00007184568,0.0250409,0.006107701,0.0003488553,0.01630727,0.8436085,0.001156979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6948023,0.0001550724,0.0281483,0.0003134013,0.001826572,0.001200287,0.0002737035,0.0001847114,0.2730957],"genre_scores_gemma":[0.9355945,0.00000163191,0.001979835,0.0002648648,0.000147781,0.00002494715,0.00001198132,0.00003455743,0.06193991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3250274,"threshold_uncertainty_score":0.9999132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1928982522730226,"score_gpt":0.3849270863366329,"score_spread":0.1920288340636103,"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."}}