{"id":"W2739433277","doi":"10.1016/j.ecocom.2017.07.005","title":"The road before us: Have we come to a “fork in the road” in defining complexity?","year":2017,"lang":"en","type":"article","venue":"Ecological Complexity","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Criticality; Attractor; Dissipative system; Quantum; Leverage (statistics); Statistical physics; Theoretical computer science; Artificial intelligence; Mathematics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01211951,0.000690813,0.001718267,0.002228803,0.008322977,0.01279807,0.002496812,0.007360782,0.009650172],"category_scores_gemma":[0.02903343,0.0006000469,0.0007757557,0.002146675,0.06621104,0.05807928,0.007147768,0.01700507,0.001585785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005691093,"about_ca_system_score_gemma":0.005951507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01000742,"about_ca_topic_score_gemma":0.01046111,"domain_scores_codex":[0.9947156,0.002950056,0.0001904738,0.0007666506,0.0007420984,0.0006352009],"domain_scores_gemma":[0.9816949,0.01032734,0.001182907,0.001288507,0.002928065,0.002578364],"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":[0.00005495261,0.00002666611,0.001353888,0.0001542682,0.00003001847,0.00006405951,0.007950668,0.000330819,0.0001101838,0.955393,0.0170802,0.01745138],"study_design_scores_gemma":[0.000007279862,0.00001377242,0.0004798333,0.0001867321,0.000007574409,0.00004607865,0.005176917,0.0002549788,0.00004573166,0.9595872,0.03416545,0.00002851744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02920847,0.03707182,0.03629792,0.8432833,0.004764078,0.00003776092,0.0001812324,0.0001061512,0.04904921],"genre_scores_gemma":[0.8660713,0.01828574,0.01656755,0.08449653,0.005449962,0.0001388684,0.0001660609,0.0003718764,0.008452103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01279807,"threshold_uncertainty_score":0.0640949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0899893823659538,"score_gpt":0.3285300845378944,"score_spread":0.2385407021719406,"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."}}