{"id":"W4236303276","doi":"10.1088/1755-1315/491/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Library science; State (computer science); Management; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002399512,0.00006755345,0.00005014223,0.00001349644,0.0001032219,0.00006805647,0.00008079656,0.00001972131,0.0003286359],"category_scores_gemma":[0.000003884466,0.00006212953,0.000008412202,0.00008123848,0.000457649,0.0004631099,0.00002815916,0.00006038682,0.00004947647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007356916,"about_ca_system_score_gemma":0.00001095367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002571771,"about_ca_topic_score_gemma":0.00000460339,"domain_scores_codex":[0.9995517,0.000003106072,0.00006459082,0.0001351912,0.0001167309,0.0001287314],"domain_scores_gemma":[0.9997975,0.000002161757,0.000008208921,0.00005456035,0.00000271346,0.0001348918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008433979,0.000003480538,0.001004794,0.00001124322,0.00000299072,0.000001414281,0.0009950248,0.0003400303,0.8809788,0.004905847,0.00004558536,0.1117023],"study_design_scores_gemma":[0.0002257851,0.000176701,0.06614041,0.00001167433,0.000006335848,0.00004483995,0.002747357,0.02726612,0.8591773,0.0002504963,0.04359326,0.0003597044],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895953,0.0001028118,0.0005782016,0.0002453716,0.00009847224,0.00004795903,0.00000939333,0.00008003958,0.009242466],"genre_scores_gemma":[0.999165,0.0002024317,0.0004053932,0.00009282209,0.00002444795,0.000002980444,0.00000225533,0.000003084661,0.0001015949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1113426,"threshold_uncertainty_score":0.3598333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009763206059713219,"score_gpt":0.1700945499066455,"score_spread":0.1603313438469323,"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."}}