{"id":"W1993417500","doi":"10.1139/cjce-2014-0303","title":"The constructs of site layout modeling: an overview","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Site planning; Construct (python library); Systems engineering; Engineering; Engineering drawing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002200467,0.00008991429,0.0001390539,0.0001492208,0.00003388212,0.00004402913,0.0001406844,0.00005223276,0.00002050173],"category_scores_gemma":[0.00006521262,0.00007402336,0.00005138405,0.000139715,0.00002732753,0.0002146161,0.00000267006,0.0001823772,0.000002100076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009640483,"about_ca_system_score_gemma":0.0003256771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002971161,"about_ca_topic_score_gemma":0.04190444,"domain_scores_codex":[0.9993557,0.00001028764,0.000307521,0.00003974552,0.0001197697,0.000166943],"domain_scores_gemma":[0.9991761,0.00001650545,0.00004973987,0.0001183111,0.0002261023,0.0004132418],"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":[0.000001973071,8.036097e-7,0.0003383367,0.00002161564,0.00003194866,0.000007787997,0.0004081416,0.98826,0.0003020226,0.00716829,0.0004432446,0.003015894],"study_design_scores_gemma":[0.0002837157,0.00004696909,0.0001496605,0.0001362769,0.00002528144,0.00032568,0.0004058795,0.9781882,0.0003334597,0.0007332455,0.01922183,0.0001498215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8492466,0.04573277,0.08846702,0.0002048799,0.006854754,0.0001639816,0.00003965237,0.0001048442,0.009185445],"genre_scores_gemma":[0.9993937,0.00009638372,0.0003275475,0.000008283959,0.0001440237,7.545709e-7,0.000001058977,0.00001712685,0.00001113421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1501471,"threshold_uncertainty_score":0.9755783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02913142268579655,"score_gpt":0.2097706771153027,"score_spread":0.1806392544295062,"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."}}