{"id":"W7019441815","doi":"","title":"Geostatistical Analysis of Vein Geometry: A Comparative Study and Proposed Framework for Improved Resource Estimation","year":2025,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Kriging; Geostatistics; Process (computing); Automation; Boundary (topology); Resource (disambiguation)","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":[0.001909788,0.0006366307,0.0008514686,0.003349102,0.0002946715,0.001809476,0.001227411,0.0006932182,0.0009752742],"category_scores_gemma":[0.004161193,0.0003553558,0.001372658,0.00389245,0.0007948675,0.001189128,0.001076881,0.0005180052,0.0002683428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006569994,"about_ca_system_score_gemma":0.001615412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008638835,"about_ca_topic_score_gemma":0.006859944,"domain_scores_codex":[0.9989513,0.0004305555,0.00006688385,0.0001501423,0.0003216263,0.00007938747],"domain_scores_gemma":[0.9983293,0.0007817539,0.0002095536,0.0001741705,0.0004454849,0.00005972528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009612228,0.0001633736,0.01972763,0.0003390908,0.000157554,0.0003399735,0.0004515757,0.5273028,0.009859226,0.08110927,0.001721516,0.3587319],"study_design_scores_gemma":[0.000004811357,0.00005178259,0.002953543,0.00002516361,0.00002656712,0.0001079089,0.00009091404,0.98627,0.001101995,0.007330562,0.002010454,0.00002624574],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01317037,0.0003472894,0.9852267,0.0001538188,0.00001156491,0.00003450814,0.00005374411,0.0002141851,0.0007878099],"genre_scores_gemma":[0.4073407,0.002146858,0.5885959,0.00006460799,0.00007900377,0.0001182027,0.000314853,0.00011671,0.001223134],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008638835,"threshold_uncertainty_score":0.0171771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009072428819537707,"score_gpt":0.2388632615685424,"score_spread":0.2297908327490047,"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."}}