{"id":"W19160470","doi":"","title":"Some Maximally Tough Circulants.","year":2008,"lang":"en","type":"article","venue":"Ars Combinatoria","topic":"Finite Group Theory Research","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005138022,0.0001923743,0.0003006316,0.0001385259,0.0002201218,0.00002750708,0.0005085648,0.0001258904,0.0002473936],"category_scores_gemma":[0.0006199901,0.0001884261,0.0001113535,0.0003129146,0.0001714363,0.0002330826,0.0001826792,0.000324684,0.0008996795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009707166,"about_ca_system_score_gemma":0.0001008056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001633323,"about_ca_topic_score_gemma":0.00000130903,"domain_scores_codex":[0.998172,0.0001479614,0.0002985251,0.0003076289,0.0005589966,0.0005148594],"domain_scores_gemma":[0.9984049,0.000540261,0.00007791654,0.0007044153,0.0001175194,0.0001550002],"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":[0.00002900958,0.0002386196,0.001794297,0.00004207379,0.00004006985,0.000245735,0.0004483112,2.390221e-7,0.0007709388,0.9826006,0.01363936,0.000150789],"study_design_scores_gemma":[0.0009404258,0.0001037061,0.001992543,0.0000198647,0.00001041359,0.00009442418,0.00003840255,0.00003660021,0.001601316,0.9926656,0.002271268,0.0002253581],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824288,0.0001476599,0.00001201943,0.0001933956,0.001065433,0.0002641884,0.000006344024,0.0002302642,0.01565191],"genre_scores_gemma":[0.9968058,0.00008349069,0.0008593846,0.0001218618,0.00004043062,0.00003143989,0.000006501562,0.00006197499,0.001989157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01437698,"threshold_uncertainty_score":0.9998782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07599777790478122,"score_gpt":0.3121527169623927,"score_spread":0.2361549390576114,"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."}}