{"id":"W4382582499","doi":"10.1088/1742-6596/2530/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Publishing; Library science; Engineering; Engineering ethics; Political science; Computer science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001456457,0.001161222,0.0009682983,0.002843977,0.002375358,0.006233264,0.002023828,0.001877894,0.5439237],"category_scores_gemma":[0.01004833,0.0003739182,0.0007655224,0.002333959,0.0008305688,0.004353876,0.002830848,0.002943292,0.3983369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001920518,"about_ca_system_score_gemma":0.002726367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121462,"about_ca_topic_score_gemma":0.002154645,"domain_scores_codex":[0.9984522,0.0002115574,0.0001396097,0.000300545,0.0007576036,0.0001384397],"domain_scores_gemma":[0.9954684,0.0007069612,0.0001971426,0.0005651707,0.002357435,0.0007049098],"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":[0.00003740776,0.0000228946,0.0001016819,0.0001915273,0.000004230336,0.00006451498,0.0001199992,0.00007603505,0.0001538377,0.007031537,0.9376765,0.05451966],"study_design_scores_gemma":[0.000003449931,0.00001198432,0.0001255841,0.00008645705,0.000001712622,0.00005833458,0.0000644873,0.00002031187,0.00005293195,0.001468858,0.998102,0.000003933315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00149044,0.01186365,0.006956627,0.02142718,0.1211409,0.0005743979,0.01310292,0.002670456,0.8207734],"genre_scores_gemma":[0.007621372,0.008301103,0.003808617,0.005621743,0.02185168,0.0003517002,0.0159446,0.001486426,0.9350128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4560763,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922238055430596,"score_gpt":0.2218095548804724,"score_spread":0.2025871743261664,"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."}}