{"id":"W4387583965","doi":"10.1088/1755-1315/1237/1/011001","title":"Preface","year":2023,"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; Governor; Sustainability; Management; Computer science; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001463003,0.001241389,0.0009795089,0.00225734,0.002713465,0.007355516,0.002118578,0.00235184,0.6025736],"category_scores_gemma":[0.006307732,0.0003728881,0.0007842391,0.002048025,0.0007358277,0.004011788,0.003158096,0.003626868,0.4427105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002192684,"about_ca_system_score_gemma":0.004037278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00382464,"about_ca_topic_score_gemma":0.004438548,"domain_scores_codex":[0.9984465,0.0001646615,0.0001092034,0.0003300806,0.0007478787,0.0002017738],"domain_scores_gemma":[0.9961677,0.0003104999,0.0001254405,0.0003768262,0.002095128,0.0009243367],"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":[0.00001877538,0.00001669719,0.00006607365,0.00009788269,0.000002105021,0.00003598448,0.00005147524,0.00004324988,0.0001166731,0.003807958,0.9609784,0.03476474],"study_design_scores_gemma":[0.000002164319,0.000008687795,0.0001541721,0.00006842153,9.884293e-7,0.00003471421,0.00005992909,0.00002061271,0.00003818746,0.0007384988,0.9988703,0.000003293486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0007556897,0.008450895,0.002976284,0.01825367,0.1383873,0.0004995681,0.005823565,0.001435718,0.8234173],"genre_scores_gemma":[0.003928709,0.004854418,0.001418469,0.004094037,0.01622715,0.0002375553,0.006855016,0.0006553583,0.9617292],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6025736,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009352343361379543,"score_gpt":0.1811392500879226,"score_spread":0.1717869067265431,"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."}}