{"id":"W4402896587","doi":"10.3934/jcd.2024034","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Journal of Computational Dynamics","topic":"Education, Healthcare and Sociology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto; Norges Teknisk-Naturvitenskapelige Universitet; Alexander von Humboldt-Stiftung","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001631222,0.0008784111,0.0005792152,0.002923329,0.002766419,0.00343302,0.001082811,0.000892884,0.4521405],"category_scores_gemma":[0.01764708,0.000269268,0.0004968098,0.001861505,0.0006049636,0.002269943,0.002113357,0.003002516,0.2952422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001878856,"about_ca_system_score_gemma":0.002506839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005231697,"about_ca_topic_score_gemma":0.006290501,"domain_scores_codex":[0.9992208,0.0001278732,0.0000502135,0.0001249255,0.0004132554,0.00006284606],"domain_scores_gemma":[0.9919825,0.001371773,0.0002394829,0.0006776199,0.004794073,0.0009344887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000221244,0.00001362166,0.00007270442,0.00005990549,0.000001264839,0.00002300124,0.00004821053,0.0000461656,0.00007771156,0.00428536,0.9670292,0.02832071],"study_design_scores_gemma":[0.000004824523,0.0000108819,0.0002245151,0.00010243,0.000001540382,0.00002919123,0.00007274458,0.00003077745,0.00008752933,0.003740059,0.9956909,0.000004530414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001495291,0.007752744,0.01076992,0.04005603,0.2801188,0.0007784661,0.01654294,0.001957066,0.6405287],"genre_scores_gemma":[0.006661023,0.003519814,0.003660798,0.007734505,0.03152265,0.0004643246,0.009693876,0.001178687,0.9355643],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5478595,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04663497155303505,"score_gpt":0.4733003733605188,"score_spread":0.4266654018074838,"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."}}