{"id":"W2023108141","doi":"10.7151/dmps.1147","title":"Signatura of magic and Latin integer squares: isentropic clans and indexing","year":2013,"lang":"en","type":"article","venue":"Discussiones Mathematicae Probability and Statistics","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Winnipeg Foundation","keywords":"Mathematics; Magic square; Latin square; Clan; Integer (computer science); MAGIC (telescope); Statistics; Econometrics; Applied mathematics; Combinatorics; Computer science; Sociology; Astrophysics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000435882,0.000280267,0.0006454067,0.00007389887,0.0001205737,0.0001213941,0.0001106411,0.0001390382,0.0003167159],"category_scores_gemma":[0.001935755,0.0001717738,0.00004354583,0.0001031448,0.0005298618,0.0001781003,0.0002047538,0.0002284092,0.000007578541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001496028,"about_ca_system_score_gemma":0.00002007043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001788654,"about_ca_topic_score_gemma":0.00001173114,"domain_scores_codex":[0.9981711,0.000108064,0.0008008872,0.0003526769,0.0002873881,0.0002798927],"domain_scores_gemma":[0.9971542,0.001864205,0.0002789469,0.0003427844,0.0001665591,0.0001932953],"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":[0.00001055457,0.000254687,0.001559177,0.004400859,0.00003644024,0.000001814408,0.002878187,4.958651e-7,0.0002199771,0.9852085,0.0002582512,0.005171046],"study_design_scores_gemma":[0.0003149658,0.00008327392,0.002775608,0.0003445632,0.00007155672,0.00001169609,0.001131099,0.04085574,0.00003028524,0.9541304,0.00002983319,0.0002209775],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5874599,0.0001821205,0.4074384,0.001536211,0.00004646455,0.001553977,0.0002159594,0.00006873704,0.001498255],"genre_scores_gemma":[0.7143911,0.00005934265,0.28512,0.00004880785,0.00001323911,0.00004597129,0.00001034517,0.0000269373,0.0002842808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1269313,"threshold_uncertainty_score":0.7004731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013699637346086,"score_gpt":0.2755459938638815,"score_spread":0.2454089974904206,"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."}}