{"id":"W4225136876","doi":"10.11159/icsect22.154","title":"Northern Kuwait Soil Evaluation in Producing Environmentally Friendly Blocks","year":2022,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Agricultural Science and Fertilization","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmentally friendly; Environmental science; Computer science; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002142236,0.0001612214,0.0001343261,0.00002864129,0.0003046176,0.00003459178,0.0002787675,0.00002487432,0.0002749306],"category_scores_gemma":[0.00001568113,0.00006933179,0.00004983356,0.0002718758,0.00006175726,0.0002051219,0.0002487759,0.0001773797,7.002011e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001887008,"about_ca_system_score_gemma":0.000002202672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006795765,"about_ca_topic_score_gemma":0.0004551425,"domain_scores_codex":[0.9987233,0.00001054369,0.0002124771,0.0003265238,0.0005038088,0.0002233967],"domain_scores_gemma":[0.9997559,0.0000262603,0.0001264806,0.00003717708,0.000006793765,0.00004736508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004074493,0.0000473813,0.1173984,0.00001399134,0.00001180915,4.868585e-7,0.0002993019,0.03181825,0.8370398,0.000110755,0.00006864154,0.01315039],"study_design_scores_gemma":[0.0002775399,0.0001596786,0.9523269,0.00004817571,0.0000213464,0.00001323205,0.001335378,0.01730135,0.02727908,0.0001807945,0.000765408,0.0002911276],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988003,0.0001049496,1.009637e-7,0.0003020264,0.0001851428,0.000348521,0.00002011479,0.00001742806,0.0002213982],"genre_scores_gemma":[0.9995822,0.00001710204,0.00001434475,0.00004149862,0.00004086628,0.00005402771,0.00001944214,0.000002120148,0.0002284119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8349285,"threshold_uncertainty_score":0.3010297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006054053944535335,"score_gpt":0.1717625083738911,"score_spread":0.1657084544293558,"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."}}