{"id":"W2138744445","doi":"","title":"석회암 유래 토양에서의 물의 이동특성과 토양 입자 및 유기물과의 관계에 따른 Pedo-Transfer Function의 결정","year":2009,"lang":"ko","type":"article","venue":"한국토양비료학회지","topic":"Agriculture, Soil, Plant Science","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil water; Infiltrometer; Infiltration (HVAC); Soil science; Geology; Soil texture; Permeameter; Silt; Water content; Hydraulic conductivity; Mineralogy; Geotechnical engineering; Geomorphology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007364334,0.0008522458,0.0007384274,0.00006265736,0.001286968,0.0005688245,0.001477196,0.000722072,0.001230414],"category_scores_gemma":[0.0001362712,0.000353397,0.0005291883,0.001418455,0.0004165308,0.0009061784,0.0001496689,0.0008319937,0.003525975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001464362,"about_ca_system_score_gemma":0.00006673358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005104371,"about_ca_topic_score_gemma":0.0008262661,"domain_scores_codex":[0.9942417,0.0002761784,0.0008525143,0.00161977,0.001345781,0.001664125],"domain_scores_gemma":[0.9981143,0.0003132813,0.000199692,0.0003525889,0.0002866764,0.0007334974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008169817,0.00452181,0.1543832,0.0001741688,0.0003138226,0.000675365,0.004268679,0.0006265211,0.2232443,0.04214881,0.2812239,0.2876024],"study_design_scores_gemma":[0.000626754,0.001887855,0.8235711,0.0001718295,0.0001637435,0.0002243537,0.001695288,0.0002955954,0.004421014,0.002037412,0.1632478,0.001657259],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621878,0.001003806,0.00008797351,0.01370862,0.002154995,0.0007572313,0.0002720576,0.0004106209,0.01941686],"genre_scores_gemma":[0.9750486,0.0005903915,0.0001185575,0.003671016,0.002553175,0.00002100951,0.0002229834,0.000005586297,0.01776868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6691878,"threshold_uncertainty_score":0.9998918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609129274965268,"score_gpt":0.2012990974584054,"score_spread":0.1852078047087527,"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."}}