{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003834435,0.0005985236,0.0006889533,0.0009813785,0.004883121,0.009970387,0.001100592,0.003563669,0.004302275],"category_scores_gemma":[0.005131148,0.0002053405,0.000468222,0.000756039,0.02162657,0.01158468,0.003906623,0.006448909,0.001015282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002470426,"about_ca_system_score_gemma":0.00221957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002371208,"about_ca_topic_score_gemma":0.003207131,"domain_scores_codex":[0.9976476,0.00134995,0.00006572061,0.0001993789,0.000437636,0.0002996525],"domain_scores_gemma":[0.9972863,0.001782359,0.0001435802,0.0002221178,0.0002547551,0.0003108779],"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":[0.00002647266,0.00001742414,0.0004074401,0.00007876641,0.00001649364,0.0001668874,0.02597046,0.0004039179,0.0002673751,0.9270073,0.02521163,0.02042587],"study_design_scores_gemma":[0.0000103123,0.0000533339,0.0005108049,0.0003011939,0.000009000705,0.0005595905,0.01382313,0.00070764,0.0005364674,0.3284998,0.65495,0.00003879362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.05657967,0.0633318,0.07182746,0.2269817,0.01246146,0.00004835295,0.00008363473,0.0003120131,0.5683739],"genre_scores_gemma":[0.8042678,0.0176663,0.01017024,0.03231181,0.004196614,0.00007143358,0.00004612477,0.0003151833,0.1309545],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009970387,"threshold_uncertainty_score":0.02027869,"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."}}