{"id":"W3154933793","doi":"","title":"Frequency magic squares","year":2002,"lang":"en","type":"article","venue":"Utilitas Mathematica","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Magic square; MAGIC (telescope); Statistics; Arithmetic; Combinatorics; Astronomy; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002366102,0.0004982803,0.0004246599,0.0008090039,0.0007494894,0.001320477,0.0006087886,0.0006538471,0.05240915],"category_scores_gemma":[0.001991048,0.0003958179,0.0003395414,0.0007716777,0.0005309359,0.001427605,0.000850877,0.0008865483,0.006195277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002754695,"about_ca_system_score_gemma":0.0002205317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002445022,"about_ca_topic_score_gemma":0.0003675112,"domain_scores_codex":[0.9996377,0.000068147,0.00001501781,0.0001042933,0.0001425288,0.00003226702],"domain_scores_gemma":[0.9994661,0.0001371878,0.00003620575,0.0001829771,0.0001323414,0.00004516647],"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":[0.0004321595,0.0000565752,0.0005255709,0.0001543722,0.00002773072,0.0000962854,0.000174537,0.005703607,0.03859847,0.6176222,0.01129894,0.3253095],"study_design_scores_gemma":[0.0001707711,0.0003078812,0.002064673,0.00007918363,0.00006450176,0.00124039,0.0002282145,0.08852993,0.05230952,0.6298512,0.2250642,0.00008954139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06266893,0.0005466035,0.7085263,0.0004783357,0.0007368971,0.00008327136,0.0002554286,0.001858657,0.2248457],"genre_scores_gemma":[0.5783762,0.0003912464,0.3159458,0.0003094901,0.0002133606,0.000141619,0.0003873486,0.000916732,0.1033182],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05240915,"threshold_uncertainty_score":0.175326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08357442070465114,"score_gpt":0.3216970616919397,"score_spread":0.2381226409872886,"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."}}