{"id":"W4402683716","doi":"10.1007/s00283-024-10378-7","title":"Abelian Groups Are Easier","year":2024,"lang":"en","type":"article","venue":"The Mathematical Intelligencer","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Abelian group; Mathematics; Pure mathematics; Algebra over a field","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001067801,0.0002380464,0.0002563812,0.00009676327,0.0001552521,0.0007140022,0.001996499,0.00008626455,0.0008292178],"category_scores_gemma":[0.0002326535,0.0001353788,0.0001938232,0.0008630366,0.0002551364,0.0003243887,0.0008655362,0.0003776735,0.004892789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000815463,"about_ca_system_score_gemma":0.00004939368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009536118,"about_ca_topic_score_gemma":0.000002875644,"domain_scores_codex":[0.9978948,0.000120441,0.0004194142,0.0005483262,0.0005154125,0.0005015782],"domain_scores_gemma":[0.9975252,0.001027959,0.00004734354,0.001165361,0.00009158501,0.0001425682],"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":[0.000001635347,0.00009220866,0.00001033688,0.000137551,0.00003277235,0.00005838248,0.00258115,0.00004528372,0.00002812581,0.9483051,0.002271056,0.04643637],"study_design_scores_gemma":[0.00001514329,0.00003947225,0.00007163569,0.00009200331,0.00001245236,0.00007509915,0.0001637588,0.2972922,0.0007134832,0.6961275,0.005225359,0.0001718652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003331125,0.0008987368,0.9774683,0.006464927,0.0007157856,0.000338648,0.000001858784,0.0006863855,0.01009429],"genre_scores_gemma":[0.9474414,0.00003991228,0.04646721,0.0008724731,0.0004744459,0.0001038968,7.615283e-7,0.00003928804,0.004560627],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9441103,"threshold_uncertainty_score":0.995882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752561324580689,"score_gpt":0.2922641884534704,"score_spread":0.2547385752076635,"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."}}