{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001865637,0.001150006,0.0009802866,0.002348755,0.002733565,0.005207927,0.001860845,0.001938684,0.555716],"category_scores_gemma":[0.008654956,0.000395967,0.0006838161,0.002066825,0.0008418298,0.003507271,0.002748475,0.003347568,0.4121599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002412227,"about_ca_system_score_gemma":0.004812422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002807577,"about_ca_topic_score_gemma":0.003276011,"domain_scores_codex":[0.9982331,0.0001900491,0.0001271423,0.0003177895,0.0009523937,0.0001795841],"domain_scores_gemma":[0.9950259,0.0004606989,0.0001778538,0.0003947313,0.002922923,0.001017826],"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":[0.00002737113,0.0000220377,0.0001444662,0.0001367064,0.000002226394,0.0000609819,0.000102745,0.00005242465,0.000141521,0.005943307,0.9481289,0.04523743],"study_design_scores_gemma":[0.000002983404,0.00001427125,0.0002365148,0.00008741221,0.000001130395,0.0000705617,0.00008874533,0.00001877726,0.00004782765,0.001219667,0.9982086,0.000003461195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001602896,0.01143282,0.005193576,0.03189288,0.1046452,0.0006300294,0.009002216,0.001864547,0.8337359],"genre_scores_gemma":[0.006354779,0.006419271,0.002413894,0.005700216,0.01242682,0.0002898329,0.007069945,0.0006821887,0.9586431],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.555716,"threshold_uncertainty_score":0,"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."}}