{"id":"W4232361975","doi":"10.1007/978-3-319-44606-6_4","title":"Dynamic Systems","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000112077,0.0001960148,0.0002039369,0.0001316041,0.00006663035,0.0001587042,0.0008005083,0.0001484928,0.0002590965],"category_scores_gemma":[0.000004451939,0.0001455142,0.00008575909,0.00001802983,0.00003596046,0.0001675526,0.0001972792,0.0001019988,0.002539243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000151416,"about_ca_system_score_gemma":0.0001234345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002884256,"about_ca_topic_score_gemma":0.0000251252,"domain_scores_codex":[0.9989405,0.000008037371,0.0002147131,0.0004141958,0.0002386838,0.0001838653],"domain_scores_gemma":[0.9987946,0.00005182276,0.0001173581,0.0008558081,0.00009321764,0.00008726184],"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":[3.373806e-7,0.000003888934,8.311222e-7,0.00002401591,0.00001129482,0.000001910142,0.00006907815,7.524935e-7,0.000002978064,0.9798873,0.009292755,0.01070486],"study_design_scores_gemma":[0.0001086365,0.00003711084,0.00003921513,0.0002475857,0.000009415445,0.00004584653,0.000008758163,0.009604226,0.00000202822,0.2938538,0.6955593,0.000484087],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001872039,0.0004330671,0.2649973,0.000611114,0.003468048,0.0001176303,0.000003928486,0.0002015876,0.7301654],"genre_scores_gemma":[0.002418724,0.00009515613,0.002248253,0.0001212069,0.0003342054,0.000006628347,0.00000652669,0.00001943793,0.9947498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6862665,"threshold_uncertainty_score":0.9982374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03417869279547131,"score_gpt":0.2497272236449067,"score_spread":0.2155485308494354,"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."}}