{"id":"W4416113664","doi":"10.38032/scse.2025.3.185","title":"Stature Estimation from Foot Measurements in Primary Students: A Case Study in Bangladesh","year":2025,"lang":"","type":"article","venue":"SciEn Conference Series Engineering","topic":"Forensic Anthropology and Bioarchaeology Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Anthropometry; Foot (prosody); Regression analysis; Estimation; Linear regression; Regression; Body height","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007007238,0.0004723996,0.0004198432,0.001327871,0.0009240426,0.000673247,0.0005274231,0.0008101905,0.001416246],"category_scores_gemma":[0.002235041,0.0002644211,0.0003069519,0.00166995,0.0007777365,0.0003541023,0.0006611396,0.0005805782,0.0002970315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007904774,"about_ca_system_score_gemma":0.000609113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03141554,"about_ca_topic_score_gemma":0.05103649,"domain_scores_codex":[0.9992913,0.0002130012,0.00008801102,0.000101568,0.0001786199,0.0001275045],"domain_scores_gemma":[0.9990485,0.000422339,0.0001829634,0.00007184396,0.0001505646,0.000123791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009724133,0.0001466338,0.9544506,0.0001280165,0.00002715694,0.01536431,0.008206628,0.0002073366,0.001080262,0.0001489436,0.0002661367,0.01987667],"study_design_scores_gemma":[0.00001130739,0.0006122842,0.9340202,0.0001446474,0.00005902318,0.01555567,0.0453341,0.001162019,0.0009992048,0.0002488749,0.001811164,0.00004156865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984874,0.0001424248,0.0002799168,0.00009590039,0.000003305288,0.00002064155,0.0001083301,0.00000252761,0.000859471],"genre_scores_gemma":[0.9991235,0.0002480734,0.000273784,0.00002117832,0.00000360518,0.000008017343,0.00004530376,0.000001637571,0.0002749045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03141554,"threshold_uncertainty_score":0.06246537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03505633935135102,"score_gpt":0.2853413269115838,"score_spread":0.2502849875602328,"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."}}