{"id":"W4394882074","doi":"10.1038/s44260-024-00004-0","title":"The path of complexity","year":2024,"lang":"en","type":"article","venue":"npj Complexity","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Path (computing); Computer science; Mathematics; Computer network","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":[0.007044764,0.001051812,0.001173361,0.002129664,0.004702396,0.01298404,0.00167924,0.005152342,0.008278512],"category_scores_gemma":[0.01769464,0.0005287111,0.0007057132,0.001326692,0.03437545,0.02069898,0.008123959,0.01744301,0.001592253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006761007,"about_ca_system_score_gemma":0.006117543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001978887,"about_ca_topic_score_gemma":0.001896599,"domain_scores_codex":[0.9931223,0.002745745,0.0003092296,0.001205518,0.002130229,0.0004870475],"domain_scores_gemma":[0.9847078,0.009970118,0.0007885016,0.001299349,0.001966833,0.00126743],"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":[0.00001154231,0.000007901904,0.0001450072,0.0001211106,0.00001416449,0.0000350063,0.0009066458,0.0002115762,0.00008016048,0.9621113,0.02401963,0.01233594],"study_design_scores_gemma":[0.000005590567,0.00001439238,0.0001419065,0.0002093583,0.000005103013,0.00007905514,0.0004314493,0.0003289071,0.00006786553,0.8083919,0.1903095,0.0000150943],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005772095,0.1151703,0.0519334,0.6477125,0.0183667,0.00007675602,0.0002634027,0.0002043198,0.1605006],"genre_scores_gemma":[0.5222846,0.1799488,0.06079506,0.144032,0.04070479,0.0005260621,0.0003600671,0.0005847465,0.05076393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01298404,"threshold_uncertainty_score":0.0490548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3561128055850876,"score_gpt":0.4411459993542439,"score_spread":0.08503319376915636,"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."}}