{"id":"W2164737909","doi":"10.1061/47624(403)1","title":"Gradation and Performance Research of Cold Recycled Mixture","year":2011,"lang":"en","type":"article","venue":"","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Natural Resources; University of Alberta","funders":"","keywords":"Gradation; Process engineering; Environmental science; Computer science; Waste management; Materials science; Artificial intelligence; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001719018,0.00007192726,0.0001001612,0.0001125959,0.00003796478,0.000007747283,0.0001035798,0.00006319833,0.00007361838],"category_scores_gemma":[0.00001142871,0.0000634855,0.00001233403,0.0002252763,0.00006378326,0.0002264816,0.00002890727,0.0001381166,0.00001197884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001364805,"about_ca_system_score_gemma":0.000007449629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003338584,"about_ca_topic_score_gemma":0.000007311681,"domain_scores_codex":[0.9994121,0.00001792994,0.0001466768,0.00009729704,0.0001481846,0.0001778025],"domain_scores_gemma":[0.9996781,0.00003064672,0.00001583171,0.0001737106,0.00005494014,0.00004681368],"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":[0.0002767191,0.00006146596,0.1223865,0.002010221,0.0001777674,0.00001362703,0.006156901,0.0001978703,0.5226578,0.02534484,0.007472046,0.3132442],"study_design_scores_gemma":[0.0003200908,0.0001401398,0.0357201,0.00009105568,0.000005954679,0.000009059111,0.00007890602,0.06118645,0.8990166,0.0001584774,0.003093342,0.000179889],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321261,0.0003167181,0.0002738503,0.00001253151,0.00007462052,0.00008986054,0.00000113352,0.00009134829,0.06701381],"genre_scores_gemma":[0.9966413,0.001243192,0.001671307,0.000004837697,0.00002190116,0.00001121564,0.000001643038,0.00001513409,0.000389505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3763587,"threshold_uncertainty_score":0.2588864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06396598308513388,"score_gpt":0.2590052182380546,"score_spread":0.1950392351529207,"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."}}