{"id":"W2187366549","doi":"10.7492/ijaec.2013.021","title":"A Simulation Based Decision Tool for Transportation of Ready Mixed Concrete","year":2013,"lang":"en","type":"article","venue":"International Journal of Architecture Engineering and Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Operations research; Engineering","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":[0.00008846533,0.0001038892,0.0001457305,0.000276056,0.00001737696,0.00003206235,0.0000716726,0.00007279305,0.00002196389],"category_scores_gemma":[0.0001022652,0.0000952431,0.00007939746,0.00006861939,0.00003050111,0.0001950448,0.000001786313,0.0001208621,4.639592e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003141076,"about_ca_system_score_gemma":0.00001912141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003909168,"about_ca_topic_score_gemma":0.000001318163,"domain_scores_codex":[0.999223,0.000007677911,0.0004310631,0.00006936643,0.0001961724,0.00007270789],"domain_scores_gemma":[0.9990258,0.0002877321,0.0001386645,0.00004765841,0.0004637616,0.00003641667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006212856,0.000002094642,0.0003026924,0.00003113685,0.00007002131,4.665825e-7,0.00007470622,0.784857,0.01901255,0.001178893,0.0000202517,0.194388],"study_design_scores_gemma":[0.001411968,0.0001350398,0.005969957,0.0002262445,0.00005284774,0.00007122174,0.00007938644,0.9691244,0.01807502,0.002243188,0.002428394,0.0001823292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4728972,0.00005597122,0.5259673,0.00003475645,0.0009207001,0.00007465424,0.00001904566,0.00002262811,0.000007739198],"genre_scores_gemma":[0.9258229,0.00001359998,0.07394338,0.000008032041,0.0001708302,0.00000754944,0.00001947311,0.00001247242,0.000001752819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4529257,"threshold_uncertainty_score":0.3883901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00410180547691293,"score_gpt":0.203870694125817,"score_spread":0.1997688886489041,"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."}}