{"id":"W4405287746","doi":"10.29173/eureka28834","title":"Focused Chaos: An Art in Sciences?","year":2024,"lang":"en","type":"article","venue":"Eureka","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"CHAOS (operating system); Computer science; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004628739,0.00007142717,0.00006659121,0.0001954919,0.0000790758,0.0003734369,0.0005741473,0.00002447074,0.00007208008],"category_scores_gemma":[0.00002358553,0.00006489492,0.0000252284,0.0008164047,0.00005304774,0.0006831776,0.00008382119,0.00009683377,0.0006732315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004017554,"about_ca_system_score_gemma":0.0001385435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004873075,"about_ca_topic_score_gemma":0.000104954,"domain_scores_codex":[0.999086,0.00004261899,0.0001149271,0.0003601187,0.000187446,0.0002088452],"domain_scores_gemma":[0.9995803,0.00004125242,0.00001447059,0.0002861187,0.00001621522,0.00006170073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004531202,0.0003751593,0.006181682,0.0001006774,0.00001002805,0.00009980344,0.03082611,0.0003037864,0.00106801,0.6853114,0.06118316,0.2145357],"study_design_scores_gemma":[0.0003637951,0.0003768007,0.06056372,0.0002067794,0.000005198583,0.00007133931,0.000457786,0.5190431,0.001019186,0.1778595,0.239385,0.0006478024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6710443,0.002413548,0.2347455,0.02773731,0.01152949,0.0004477015,0.000003602969,0.001334402,0.05074407],"genre_scores_gemma":[0.9887912,0.00001461516,0.009376616,0.0004495049,0.0003755956,0.00001065353,0.000002403781,0.000006318825,0.0009730774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5187393,"threshold_uncertainty_score":0.8653254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07734510733162851,"score_gpt":0.3315396129807568,"score_spread":0.2541945056491283,"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."}}