{"id":"W6903563079","doi":"10.1051/e3sconf/202454403002/pdf","title":"Laboratory evaluation of sampling quality of a new A+ sampler for natural fine soils","year":2024,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministère de la Transition écologique et Solidaire","keywords":"Soil water; Sampling (signal processing); Soil test; Consolidation (business); Void ratio; Silt; Core sample; Clay soil","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002840243,0.000454498,0.00047118,0.000572447,0.0004356404,0.0006903418,0.0008366075,0.0005201616,0.001150348],"category_scores_gemma":[0.004590252,0.0002758989,0.0003300476,0.0003739207,0.0005869768,0.0004747259,0.0005999875,0.0003719502,0.0004245678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003948341,"about_ca_system_score_gemma":0.0003922722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002141681,"about_ca_topic_score_gemma":0.00278487,"domain_scores_codex":[0.9962463,0.0009803,0.0004044084,0.0006552358,0.001516347,0.0001974585],"domain_scores_gemma":[0.9943364,0.002208679,0.0007595643,0.0005276779,0.001886738,0.0002809688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00171779,0.0006498326,0.05105518,0.0002771778,0.00008011518,0.0001084324,0.000340744,0.001004933,0.9152908,0.00009597964,0.0001418905,0.02923728],"study_design_scores_gemma":[0.0001463793,0.0180535,0.0811712,0.00004429204,0.000202702,0.001039441,0.0004847988,0.008155247,0.8871568,0.0001027717,0.003380364,0.00006240903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569922,0.0005663027,0.04081684,0.00004001842,0.00006577423,0.0003147969,0.0002613544,0.0002266433,0.0007159734],"genre_scores_gemma":[0.9500072,0.000419738,0.0468796,0.00007672772,0.00004924921,0.0002043097,0.0008526247,0.0000671525,0.001443423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002840243,"threshold_uncertainty_score":0.01502079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04284966854038033,"score_gpt":0.2994709169735852,"score_spread":0.2566212484332049,"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."}}