{"id":"W4402207853","doi":"10.3934/jcd.2024030","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006308905,0.00005272886,0.0001079246,0.0001768161,0.00005220712,0.00003226571,0.0001260596,0.00007840765,0.0004492322],"category_scores_gemma":[0.00004287191,0.00004530292,0.00007986816,0.0001649959,0.00005186574,0.00008676197,0.00001034724,0.0003803175,0.000129121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315527,"about_ca_system_score_gemma":0.0004638681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001105826,"about_ca_topic_score_gemma":0.000008199993,"domain_scores_codex":[0.99912,0.0001473179,0.0003040537,0.00008295764,0.0002176195,0.0001280752],"domain_scores_gemma":[0.9987975,0.0006646078,0.00007691661,0.00005709632,0.0003277815,0.00007607982],"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":[0.00005495857,0.0001596908,0.01242675,0.00007601302,0.0003332531,0.0001329856,0.006270084,0.008983986,0.000003211894,0.8884457,0.03403056,0.04908286],"study_design_scores_gemma":[0.0005571607,0.0006479259,0.2575131,0.0001487811,0.00005347021,0.001807364,0.004814202,0.09606119,9.768908e-7,0.6042574,0.03392411,0.0002143175],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8895565,0.00341406,0.07688698,0.01700564,0.004535139,0.00008748654,0.00001812271,0.00002946269,0.008466643],"genre_scores_gemma":[0.9947897,0.00003114848,0.002032484,0.0002094142,0.0005334829,0.000001957132,0.00001747154,0.00001070385,0.002373686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2841882,"threshold_uncertainty_score":0.4918777,"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."}}