{"id":"W4403248961","doi":"10.1016/j.dam.2024.09.034","title":"Sequence saturation","year":2024,"lang":"en","type":"article","venue":"Discrete Applied Mathematics","topic":"Algorithms and Data Compression","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Ministry of Science and Technology, Taiwan","keywords":"Mathematics; Sequence (biology); Combinatorics; Saturation (graph theory); Algorithm; Chemistry","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":[0.000138788,0.0001119618,0.0001027903,0.00005161484,0.00007600582,0.0004196477,0.0004822538,0.00004403112,0.00001933245],"category_scores_gemma":[0.000008192274,0.00008286443,0.00003509482,0.0002433272,0.00002360938,0.0004019706,0.000220956,0.0001080504,0.0003191364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002258529,"about_ca_system_score_gemma":0.00003419318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002138466,"about_ca_topic_score_gemma":4.432825e-7,"domain_scores_codex":[0.999157,0.000004596081,0.0001741048,0.0002688936,0.0002377165,0.0001577455],"domain_scores_gemma":[0.999329,0.00007240571,0.00003333837,0.0004976434,0.00001581859,0.00005175362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[3.68555e-7,0.000009417748,1.376259e-7,0.00008076449,0.00000618372,0.000008758184,0.0008554897,0.00001770091,0.01010816,0.95407,0.001608374,0.03323463],"study_design_scores_gemma":[0.00006457246,0.00001391539,0.000007850398,0.0001062212,0.000008954241,0.00002490463,0.00009229722,0.7718403,0.005612133,0.2082657,0.01374828,0.0002149148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006706633,0.0001481095,0.9823359,0.000254806,0.0002232761,0.0001368381,0.000008119043,0.000450552,0.01577178],"genre_scores_gemma":[0.2668182,0.00003141153,0.7325677,0.0001193138,0.0001137487,0.00003841103,0.00003190751,0.00001692816,0.0002623526],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7718226,"threshold_uncertainty_score":0.4101959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356243914038938,"score_gpt":0.2774487977528039,"score_spread":0.2538863586124145,"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."}}