{"id":"W4255096029","doi":"10.11159/iccste21","title":"Proceedings of the 6th International Conference on Civil, Structural and Transportation Engineering (ICCSTE'21)","year":2021,"lang":"en","type":"paratext","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Toronto Metropolitan University; University of British Columbia; University of Toronto","funders":"University of British Columbia","keywords":"Engineering; Civil engineering; Construction engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.002204871,0.001241019,0.001041547,0.001473497,0.0008298782,0.002834094,0.001191992,0.001256683,0.09652554],"category_scores_gemma":[0.002120876,0.0003299227,0.00082563,0.001147853,0.0009949105,0.00161641,0.001943425,0.002190032,0.04823956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008840144,"about_ca_system_score_gemma":0.00226713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004326,"about_ca_topic_score_gemma":0.01290586,"domain_scores_codex":[0.9984289,0.0003945354,0.00006938732,0.0002183243,0.0007193933,0.0001694253],"domain_scores_gemma":[0.9974432,0.0002889805,0.00005993211,0.0003972154,0.001362023,0.0004485693],"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":[0.000241871,0.000307255,0.001321069,0.0002704606,0.00004841625,0.0001970116,0.0001592922,0.001914922,0.006443946,0.006488624,0.6341393,0.3484677],"study_design_scores_gemma":[0.00001553204,0.00014814,0.002793122,0.000174648,0.00003211421,0.0003215634,0.0001551663,0.008886045,0.002979487,0.003190996,0.98128,0.00002334401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02948698,0.03439349,0.3146317,0.01360041,0.08562728,0.0007137563,0.003403875,0.004929825,0.5132126],"genre_scores_gemma":[0.04082142,0.01333605,0.05729675,0.0009616942,0.003400979,0.000327624,0.006163515,0.001154874,0.8765371],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9034745,"threshold_uncertainty_score":0.3229101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362511255324676,"score_gpt":0.2167714423594678,"score_spread":0.203146329806221,"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."}}