{"id":"W1536622060","doi":"10.19173/irrodl.v12i7.1125","title":"\"Chaos rules\" revisited","year":2011,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CHAOS (operating system); Meaning (existential); Epistemology; Sociology; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003814471,0.0004997075,0.0005935715,0.002022346,0.003362085,0.006535434,0.001305148,0.003555792,0.006909745],"category_scores_gemma":[0.01056963,0.0003126772,0.0008725496,0.001171219,0.01879343,0.01171506,0.004812775,0.00456694,0.001134965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003886407,"about_ca_system_score_gemma":0.002757716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00318474,"about_ca_topic_score_gemma":0.001656837,"domain_scores_codex":[0.9967668,0.001344142,0.0001179684,0.0004854421,0.001000583,0.0002850192],"domain_scores_gemma":[0.9956006,0.002614312,0.0003039187,0.0004931805,0.0006848775,0.0003030099],"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":[0.000004608982,0.000002687477,0.0001177207,0.000028182,0.000002940446,0.00003418886,0.0008606513,0.0002279226,0.00003193497,0.9903241,0.004206766,0.004158124],"study_design_scores_gemma":[0.000007781056,0.000007089766,0.0002229956,0.00006632188,0.000003014484,0.00006705703,0.0006337928,0.0009585343,0.00008006121,0.958541,0.03940271,0.000009741422],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05843585,0.03079823,0.1004009,0.2104457,0.005739131,0.0001298795,0.0003117166,0.0003603854,0.5933782],"genre_scores_gemma":[0.9385421,0.01032393,0.008184337,0.01231774,0.001701819,0.0001662789,0.00009312781,0.0001946101,0.02847604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006909745,"threshold_uncertainty_score":0.02819794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2474675242740656,"score_gpt":0.4540984939535386,"score_spread":0.2066309696794731,"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."}}