{"id":"W4405453252","doi":"10.3390/min14121273","title":"Comparative Analysis of Physico-Chemical and Potassium Sorption Properties of Sensitive Clays","year":2024,"lang":"en","type":"article","venue":"Minerals","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sorption; Potassium; Chemistry; Environmental chemistry; Chemical engineering; Nuclear chemistry; Mineralogy; Organic chemistry; Adsorption","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":[0.000108785,0.0000909591,0.0003674151,0.0001472145,0.00002128002,0.00003646838,0.00004191567,0.00003487477,0.0001164543],"category_scores_gemma":[0.00001728058,0.00006726429,0.000106622,0.0003149155,0.000152736,0.0001429884,0.00003338037,0.00005339186,0.00001085025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001653971,"about_ca_system_score_gemma":0.00001789769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004022563,"about_ca_topic_score_gemma":0.00006797491,"domain_scores_codex":[0.9992887,0.00005009661,0.0002528882,0.0001883259,0.0001232741,0.00009667285],"domain_scores_gemma":[0.9996028,0.00007263114,0.00007006933,0.000106224,0.0001191487,0.00002913701],"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":[0.00002594275,0.00004718285,0.00001681773,0.00004966779,0.0001766798,0.000001404235,0.002258634,0.0003375783,0.9954434,0.0008159681,0.0007728665,0.00005386592],"study_design_scores_gemma":[0.00005670886,0.00002686157,0.0002408214,0.00007634486,0.0003448961,0.000002764679,0.0004146697,0.01839515,0.9801812,0.0000591776,0.0001260857,0.00007529851],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979686,0.0002531793,0.00004925827,0.0001671783,0.00009792816,0.00006787314,0.0001045037,0.00002145843,0.001270096],"genre_scores_gemma":[0.9990954,0.00001052065,0.0001348347,0.00001965665,0.00005229432,0.00000811163,0.00001772379,0.000004157026,0.0006573102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01805757,"threshold_uncertainty_score":0.2742958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0419361671983859,"score_gpt":0.3006454305502874,"score_spread":0.2587092633519015,"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."}}