{"id":"W7065534609","doi":"","title":"Effects of sampling in soft clay: a microstructural insight","year":2016,"lang":"en","type":"article","venue":"NOVA (University of Newcastle Australia)","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mercury intrusion porosimetry; Tube (container); Sampling (signal processing); Void (composites); Porosity; Void ratio","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":[],"consensus_categories":[],"category_scores_codex":[0.00003238627,0.0000812474,0.0001698262,0.0001443489,0.00001883353,0.000003386363,0.0001254513,0.0001022795,0.0003364908],"category_scores_gemma":[0.00001851209,0.00008460699,0.00005244427,0.0002595882,0.00008900681,0.000164072,0.00003246031,0.00008430234,0.00007778202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003695126,"about_ca_system_score_gemma":0.000008515146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000186373,"about_ca_topic_score_gemma":0.00008958204,"domain_scores_codex":[0.9995385,0.000009564329,0.00009358402,0.0001030934,0.00009320003,0.0001620495],"domain_scores_gemma":[0.9997112,0.00006539662,0.00003153252,0.0001025328,0.00003177011,0.0000575907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002750956,0.00002751016,0.006040393,0.0002303339,0.00003182328,0.00001583766,0.0006154574,0.0005394453,0.9825829,0.0002328838,0.0004449045,0.009211001],"study_design_scores_gemma":[0.006334802,0.0002254157,0.7873593,0.0007395826,0.00009571059,0.00002022842,0.000622349,0.002052018,0.194024,0.0009271725,0.006779601,0.0008198445],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981853,0.00003113446,0.01740806,0.0001003253,0.0001502207,0.0000741195,0.0000133257,0.00003813404,0.0003317034],"genre_scores_gemma":[0.9962232,0.00001575169,0.003257357,0.000006158224,0.00001354247,2.28635e-8,0.000002421142,0.000008408158,0.0004731923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7885589,"threshold_uncertainty_score":0.3684339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05836548506401745,"score_gpt":0.2562945270070178,"score_spread":0.1979290419430004,"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."}}