{"id":"W7020537278","doi":"","title":"ON THE LIQUID LIMIT OF SENSITIVE CLAY","year":2024,"lang":"en","type":"other","venue":"Chalmers Research (Chalmers University of Technology)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kaolinite; Atterberg limits; Clay minerals; Limit (mathematics); Mineral; Salinity; Drop (telecommunication); Liquid water","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001521817,0.0002349551,0.000455587,0.002681356,0.0004627383,0.00001520253,0.001464809,0.0009833502,0.002730497],"category_scores_gemma":[0.000428258,0.0002239202,0.0002493389,0.002212194,0.006233441,0.00005148078,0.0008826344,0.001196793,0.0006912849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003590448,"about_ca_system_score_gemma":0.0005834443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004866465,"about_ca_topic_score_gemma":0.002065261,"domain_scores_codex":[0.9970664,0.0003178055,0.0001468505,0.0005614635,0.001270553,0.0006369426],"domain_scores_gemma":[0.9983869,0.0002833284,0.0001970001,0.0005826724,0.0004152743,0.0001348379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001548286,0.00008214013,0.00002902383,0.0001339623,0.000417708,0.0002549373,0.005802712,3.734983e-7,0.0001617476,0.09237161,0.8994883,0.001102677],"study_design_scores_gemma":[0.000256149,0.0002988776,0.000008167622,0.0007408515,0.00006788505,0.000001400981,0.09755796,0.000002029337,0.001020341,0.001802841,0.8979772,0.0002663043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004277406,0.0007389592,0.00001566918,0.01134868,0.0003085419,0.0006841631,0.0001261717,0.0002722974,0.9822281],"genre_scores_gemma":[0.1194731,0.004068078,0.0001830675,0.00003122558,0.00008389045,0.000001302548,0.00001431756,0.0001269757,0.876018],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1151957,"threshold_uncertainty_score":0.9981812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07246287974784589,"score_gpt":0.3261763592732251,"score_spread":0.2537134795253792,"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."}}