{"id":"W4402196065","doi":"10.4236/jmmce.2024.125017","title":"Ceramic Properties of Three Specimens of Alluvial Clays Used in Local Constructions from Mbouda Clay Deposit, West Cameroon","year":2024,"lang":"en","type":"article","venue":"Journal of Minerals and Materials Characterization and Engineering","topic":"Recycling and utilization of industrial and municipal waste in materials production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alluvium; Geology; Ceramic; Clay minerals; Geochemistry; Mineralogy; Materials science; Metallurgy; Geomorphology","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":[0.0001777994,0.0001290745,0.0003630285,0.0001931876,0.00001655532,0.00006243591,0.00004404865,0.00009802038,0.00003808145],"category_scores_gemma":[0.0000192897,0.0001078196,0.00003022425,0.00009772098,0.00003624565,0.0002283675,0.00001505816,0.00008662467,3.466386e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001730149,"about_ca_system_score_gemma":0.00001247652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000686934,"about_ca_topic_score_gemma":0.000007827518,"domain_scores_codex":[0.9990039,0.00002201974,0.0006937485,0.00009169766,0.00009008418,0.00009848363],"domain_scores_gemma":[0.9997154,0.00001966454,0.0001151943,0.00005791442,0.00004925936,0.00004255196],"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":[0.00004527892,0.00001144657,0.0001236765,0.000346742,0.00004834036,0.000002868216,0.0003173046,0.005939089,0.9911634,0.0001535016,0.000004533538,0.001843788],"study_design_scores_gemma":[0.0005008074,0.00007599124,0.00767986,0.001179207,0.00005244011,0.00005555012,0.00009992895,0.01446003,0.9753647,0.00003034499,0.0003492925,0.000151892],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920932,0.0005680807,0.005283234,0.00004119391,0.001846222,0.00008470085,0.00004845726,0.00002551193,0.000009387039],"genre_scores_gemma":[0.997682,0.001552415,0.0003129276,0.000002695301,0.0003939124,0.000002145384,0.00002386242,0.00001986271,0.00001016552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01579877,"threshold_uncertainty_score":0.4396755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02011060968506534,"score_gpt":0.202122748501317,"score_spread":0.1820121388162517,"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."}}