{"id":"W4405414950","doi":"10.1007/s42979-024-03517-6","title":"An Empirical Study on Small-Sized Datasets Based on Eubank’s Optimal Spacing Theorem","year":2024,"lang":"en","type":"article","venue":"SN Computer Science","topic":"Technology and Data Analysis","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Mathematics; Econometrics; Computer science; Statistics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002017772,0.0002830262,0.0002716164,0.0009765993,0.0005342597,0.001359201,0.004657953,0.00008342857,0.00001317958],"category_scores_gemma":[0.00005953263,0.0002195689,0.00008712799,0.003330346,0.000442758,0.001161016,0.0009286315,0.0004465803,0.0002334614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009202067,"about_ca_system_score_gemma":0.0003442868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001609802,"about_ca_topic_score_gemma":0.00001160342,"domain_scores_codex":[0.996323,0.0001696123,0.0002880281,0.00180379,0.0008218926,0.0005936091],"domain_scores_gemma":[0.996677,0.0003071766,0.00005746244,0.002667177,0.00006297702,0.0002281613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001905312,0.006201472,0.01458266,0.00006032964,0.000209593,0.004091421,0.006518527,0.07128021,0.00296541,0.1726363,0.01766052,0.703603],"study_design_scores_gemma":[0.0002926576,0.001316541,0.008069631,0.00004431085,0.00001671634,0.00001739514,0.00003167992,0.9872709,0.001212068,0.0007776576,0.0006556832,0.0002947494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1307708,0.00001463117,0.8654318,0.001727033,0.000756734,0.000207544,0.00003633975,0.0008719005,0.00018326],"genre_scores_gemma":[0.8788666,5.567544e-7,0.1196439,0.001340695,0.00009943199,0.00001206997,0.00002216813,0.000009408875,0.000005164299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9159907,"threshold_uncertainty_score":0.9996775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723228534077733,"score_gpt":0.3248857246820675,"score_spread":0.2976534393412902,"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."}}