{"id":"W7084270927","doi":"","title":"Holomorphic Mappings for Integrated Garment and Motif Design","year":2025,"lang":"en","type":"article","venue":"TU/e Research Portal","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Holomorphic function; Continuation; Motif (music); Harmonic function; 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":[],"consensus_categories":[],"category_scores_codex":[0.002137561,0.0001082332,0.0001432816,0.0001566505,0.0002549851,0.0001539568,0.000565523,0.00008212627,0.00005697807],"category_scores_gemma":[0.0006137123,0.00009362547,0.00003683236,0.0005244169,0.000166168,0.0001167732,0.0003724297,0.0002777843,0.00001182744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002330597,"about_ca_system_score_gemma":0.0002396055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003042537,"about_ca_topic_score_gemma":0.000002524978,"domain_scores_codex":[0.9984739,0.0001197115,0.0001824976,0.0004397629,0.000273252,0.0005108863],"domain_scores_gemma":[0.998785,0.0003581282,0.00003232487,0.0003552884,0.0003599917,0.0001093356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002124341,0.0005695716,0.004893832,0.0009522247,0.0002948912,0.0006131741,0.001823261,0.0003836028,0.07226935,0.3157748,0.5021217,0.1000912],"study_design_scores_gemma":[0.002974096,0.001020072,0.008097267,0.0005559638,0.0000225364,0.0001765392,0.001672232,0.2573642,0.1067228,0.2366723,0.3838513,0.0008707555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03038334,0.0005140271,0.9053829,0.01923903,0.0002143893,0.001383846,0.000008855128,0.0002357848,0.04263782],"genre_scores_gemma":[0.9637792,0.00004069859,0.01668404,0.0001456588,0.00003251826,0.0001715305,0.0000118008,0.000002743296,0.01913184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9333959,"threshold_uncertainty_score":0.3817936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08868368795555029,"score_gpt":0.3512278801688039,"score_spread":0.2625441922132535,"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."}}