{"id":"W1826919860","doi":"10.29173/cmplct8822","title":"On the Edge of Chaos: In Search of a Process","year":2009,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Critical Realism in Sociology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Figuring; CHAOS (operating system); Mandate; Edge of chaos; Advice (programming); Process (computing); Enhanced Data Rates for GSM Evolution; Computer science; Psychology; Art; Political science; Law; Artificial intelligence; Physics; Computer security; Optics","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":[0.01061863,0.0006573162,0.0007092002,0.00236551,0.01305603,0.01912249,0.001995831,0.003949425,0.005911002],"category_scores_gemma":[0.02051295,0.0005273771,0.0007323254,0.001696293,0.08042575,0.0281222,0.01558302,0.007252577,0.001334074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005336304,"about_ca_system_score_gemma":0.01250918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005943598,"about_ca_topic_score_gemma":0.004460757,"domain_scores_codex":[0.9896003,0.006833599,0.0001976036,0.001001791,0.001513656,0.000853041],"domain_scores_gemma":[0.9896322,0.005294725,0.001013297,0.001651203,0.001108703,0.001299785],"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":[0.00004007052,0.00001508381,0.0005132181,0.00007966156,0.00001176626,0.0002335253,0.07284413,0.0004216444,0.0003107698,0.9120893,0.006053505,0.007387288],"study_design_scores_gemma":[0.00002575795,0.00002664605,0.0002865381,0.0002071772,0.000009755548,0.000134009,0.0315529,0.0009842603,0.0002561762,0.8459558,0.1205307,0.00003026225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09491251,0.008999653,0.1454546,0.2172218,0.001605497,0.0002784987,0.0001544404,0.0004646737,0.5309082],"genre_scores_gemma":[0.9537805,0.001524618,0.01870336,0.004370883,0.0002489833,0.0001686982,0.00005812,0.000253789,0.02089113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01912249,"threshold_uncertainty_score":0.05615735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1396042636478861,"score_gpt":0.4712921336790602,"score_spread":0.3316878700311741,"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."}}