{"id":"W4366496249","doi":"10.1007/s00283-023-10267-5","title":"The Never-Ending Happiness of Paul Erdős’s Mathematics","year":2023,"lang":"en","type":"article","venue":"The Mathematical Intelligencer","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Happiness; Mathematics; Mathematics education; Calculus (dental); Psychology; Social psychology; Medicine","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":[0.002779113,0.0003191595,0.00050518,0.0001065625,0.0008961077,0.00008791819,0.001409435,0.0001430317,0.0004932514],"category_scores_gemma":[0.002535286,0.0001454244,0.0003168315,0.0008594409,0.00096071,0.0001122825,0.0006045486,0.0003909446,0.0002345907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003192805,"about_ca_system_score_gemma":0.00003283101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000350145,"about_ca_topic_score_gemma":0.000003542365,"domain_scores_codex":[0.9972071,0.0001697333,0.001020469,0.000257471,0.0007418102,0.0006034106],"domain_scores_gemma":[0.9902076,0.007918694,0.0003472934,0.001266299,0.0001663464,0.00009382277],"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":[0.00001781348,0.00005885792,0.000009481571,0.0003006261,0.0001013787,0.000004391993,0.005102967,0.00001535241,0.0001858719,0.9853513,0.006407761,0.002444144],"study_design_scores_gemma":[0.00007114294,0.000036667,0.00002991203,0.000170953,0.00009142135,0.00002938756,0.004110659,0.006344387,0.00424167,0.982381,0.002296462,0.0001963042],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6222242,0.001139699,0.221476,0.008782432,0.00374905,0.004457725,0.0001037457,0.001859471,0.1362076],"genre_scores_gemma":[0.9855939,0.0002892912,0.006062385,0.000147769,0.0002593884,0.0001285195,0.000002962511,0.0001079144,0.007407842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3633697,"threshold_uncertainty_score":0.6892226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005969578054875,"score_gpt":0.3683530237275923,"score_spread":0.2677560659221049,"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."}}