{"id":"W2072810478","doi":"10.3846/13923730.2011.574343","title":"APPLICATION OF NEW INFORMATION TECHNOLOGY ON CONCRETE: AN OVERVIEW / NAUJŲ INFORMACINIŲ TECHNOLOGIJŲ NAUDOJIMAS RUOŠIANT BETONĄ. APŽVALGA","year":2011,"lang":"en","type":"article","venue":"Journal of Civil Engineering and Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Information technology; Variety (cybernetics); Computer science; Liquid desiccant; Engineering; Artificial intelligence; Mechanical engineering; Air conditioning","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":[0.0001395799,0.0001257191,0.0001828664,0.0005897337,0.00002153012,0.00001561167,0.0001370105,0.0001058867,0.00001263024],"category_scores_gemma":[0.000009706207,0.0001128657,0.0000407833,0.0002630272,0.0000223449,0.0004718043,0.00002251877,0.0001816474,0.000003913538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004277343,"about_ca_system_score_gemma":0.000008326266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009014689,"about_ca_topic_score_gemma":0.000006525783,"domain_scores_codex":[0.999225,0.000002969727,0.0004552834,0.00005360566,0.0001471523,0.0001159455],"domain_scores_gemma":[0.9995492,0.00000540047,0.0001665541,0.000154547,0.00006734091,0.00005692623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004411107,0.00001556595,0.0002469085,0.000699416,0.0002301438,0.00000399985,0.0006530169,0.02187543,0.001346226,0.2416851,0.0005262172,0.7326739],"study_design_scores_gemma":[0.00625458,0.003448811,0.01885622,0.002155579,0.0006365669,0.0007044756,0.005439616,0.4156815,0.06740905,0.01180081,0.4658294,0.001783405],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1570983,0.00344582,0.8209994,0.0002135999,0.001271978,0.0007241758,0.000008848333,0.0007636427,0.01547418],"genre_scores_gemma":[0.9897369,0.002212979,0.007960542,0.00002061144,0.00003342665,0.00001173393,0.000002966066,0.00001042577,0.00001041678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8326386,"threshold_uncertainty_score":0.460253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112397618260346,"score_gpt":0.2023790776438516,"score_spread":0.191139315817817,"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."}}