{"id":"W4388213156","doi":"10.1007/978-3-031-39663-2","title":"Proceedings of SECON’23","year":2023,"lang":"en","type":"book","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002598699,0.001404756,0.001211786,0.001273119,0.001223865,0.005216215,0.001130684,0.0009582571,0.1604291],"category_scores_gemma":[0.002436917,0.0004308883,0.0006977497,0.002119694,0.0009312149,0.001877307,0.00231942,0.001739594,0.07833185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002120785,"about_ca_system_score_gemma":0.002631149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005367414,"about_ca_topic_score_gemma":0.01073794,"domain_scores_codex":[0.998318,0.0004537085,0.00006796318,0.0002340513,0.0007520342,0.0001743972],"domain_scores_gemma":[0.9983671,0.0002600352,0.00004153248,0.0003881018,0.0006752394,0.0002679053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001737984,0.0000909739,0.0002570679,0.0001830997,0.00002116872,0.0001125698,0.0001363447,0.001118372,0.001175535,0.02999605,0.7778711,0.1888639],"study_design_scores_gemma":[0.00001260158,0.00002925145,0.0003260415,0.00008621142,0.000008167374,0.00006673838,0.00005987464,0.001049343,0.0005913045,0.007585003,0.9901786,0.000006951626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006007266,0.01089577,0.05087603,0.00639774,0.04300607,0.0002217841,0.002572857,0.001885443,0.8781371],"genre_scores_gemma":[0.0158609,0.004953539,0.01343773,0.0006793377,0.002903184,0.0001750736,0.004791982,0.002150781,0.9550475],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8395709,"threshold_uncertainty_score":0.5366888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00578306178442387,"score_gpt":0.181262018049728,"score_spread":0.1754789562653041,"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."}}