{"id":"W4297184370","doi":"10.1520/gtj20220093","title":"Discussion of “Determining Soil Plasticity Utilizing Manafi Method and Apparatus” by Masoud S. G. Manafi, An Deng, Abbas Taheri, Mark B. Jaksa, and Nagaraj HB, published in <i>Geotechnical Testing Journal</i> 45, no. 4 (2022): 797–818","year":2022,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Atterberg limits; Geotechnical engineering; Soil water; Plasticity; Soil test; Clay soil; Mathematics; Soil science; Environmental science; Geology; Materials science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003899439,0.0006144069,0.001119548,0.0004625243,0.001220548,0.0004815292,0.000682147,0.0003534537,0.0001581331],"category_scores_gemma":[0.004088929,0.0005095842,0.0001515459,0.001052279,0.0004641808,0.0006728754,0.001113551,0.003538126,0.000002031394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000212439,"about_ca_system_score_gemma":0.00009732945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004428192,"about_ca_topic_score_gemma":0.00000684075,"domain_scores_codex":[0.9948238,0.0005880767,0.001937807,0.0007269934,0.0008596616,0.001063678],"domain_scores_gemma":[0.9969767,0.001148548,0.0007014945,0.0003627277,0.0002613612,0.0005491424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004377227,0.0005420814,0.01115964,0.0008119928,0.0002897923,0.0009372371,0.0003533617,0.3022343,0.3893168,0.0001764723,0.005046821,0.2886938],"study_design_scores_gemma":[0.005291292,0.002637877,0.0220361,0.002250724,0.0004458224,0.02128034,0.002108959,0.9175423,0.004070334,0.01142574,0.007886577,0.003023888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401757,0.001659478,0.05464995,0.0004919826,0.001040853,0.0004710138,0.00006708635,0.0007123635,0.0007316434],"genre_scores_gemma":[0.9440167,0.0002744207,0.05505938,0.00009479445,0.0003396109,0.00005580153,0.000006277697,0.0001064876,0.00004653463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.615308,"threshold_uncertainty_score":0.9997356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759546563396301,"score_gpt":0.2388435175413712,"score_spread":0.2212480519074082,"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."}}