{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006590187,0.0008630024,0.0005756859,0.002494463,0.0009365241,0.001479774,0.002563286,0.001936795,0.001724808],"category_scores_gemma":[0.006031538,0.0005029023,0.0007500713,0.001784623,0.001649507,0.001447276,0.0008150451,0.002094285,0.001402598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138755,"about_ca_system_score_gemma":0.001009994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00178781,"about_ca_topic_score_gemma":0.002319486,"domain_scores_codex":[0.9951805,0.00146078,0.0003135468,0.0006499542,0.002291057,0.0001042333],"domain_scores_gemma":[0.9974009,0.001001374,0.0002191518,0.0002666585,0.001070424,0.00004151033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004647175,0.0003721529,0.02816455,0.002232973,0.0002405574,0.002141665,0.003300798,0.006336166,0.2186209,0.08149552,0.06815832,0.5884717],"study_design_scores_gemma":[0.00003659648,0.0007159227,0.0208793,0.000412456,0.0001193574,0.003626091,0.001270397,0.02003918,0.3268837,0.01593278,0.6096528,0.0004314249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.06176279,0.03175458,0.8376175,0.03053294,0.01221207,0.0009752746,0.00097401,0.001855802,0.02231506],"genre_scores_gemma":[0.2901689,0.02073553,0.621742,0.009043254,0.003106855,0.001501092,0.0006773827,0.0004058059,0.05261922],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006590187,"threshold_uncertainty_score":0.03485268,"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."}}