{"id":"W4246286126","doi":"10.2991/ijcis.2011.2137","title":"Preface","year":2011,"lang":"en","type":"article","venue":"International Journal of Computational Intelligence Systems","topic":"National Identity and Symbolism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001319627,0.00008724676,0.0001596361,0.0003446595,0.0001437771,0.0001671891,0.0008792497,0.00007257026,0.0004968031],"category_scores_gemma":[0.000431043,0.00008501283,0.0001378722,0.0001890327,0.0001832324,0.0007326133,0.00003652471,0.0001662121,0.000153376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001884122,"about_ca_system_score_gemma":0.0004492717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009279285,"about_ca_topic_score_gemma":0.00005715902,"domain_scores_codex":[0.9972879,0.0002059605,0.0006921063,0.0001065584,0.001558577,0.0001489313],"domain_scores_gemma":[0.9959461,0.0002665709,0.0005466508,0.00005729892,0.003051641,0.0001317226],"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":[0.00006407223,0.0001675236,0.00181987,0.000004695569,0.0001977295,0.00007118369,0.01336997,0.02374815,0.000010655,0.9538974,0.001609176,0.005039637],"study_design_scores_gemma":[0.0005991567,0.0002385976,0.01437391,0.0003932875,0.00006439521,0.0005594805,0.02253065,0.005462475,0.0006003616,0.7719544,0.1826132,0.0006100553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08773654,0.001493194,0.6881825,0.00271425,0.02472483,0.0004417786,0.00003483735,0.00009105468,0.1945811],"genre_scores_gemma":[0.9940221,0.0001081568,0.003469962,0.0001119407,0.001104328,0.000002710906,0.000003446319,0.000007564824,0.001169827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9062855,"threshold_uncertainty_score":0.5439646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08937412523344417,"score_gpt":0.3643170645693175,"score_spread":0.2749429393358733,"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."}}