{"id":"W2803650947","doi":"","title":"Construction SH&E Best Practices: Guidance for Young Professionals","year":2017,"lang":"en","type":"article","venue":"","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"PCL Construction (Canada)","funders":"","keywords":"Best practice; Business; Public relations; Computer science; Political science; Law","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":[0.000143916,0.0001045894,0.0001114511,0.00003542324,0.0002984063,0.00008552431,0.0001490049,0.00007265516,0.00008693714],"category_scores_gemma":[0.0002593266,0.00009901208,0.00004807498,0.00002342186,0.00004549026,0.0003781278,0.00001948698,0.00009754415,0.00003199352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003198165,"about_ca_system_score_gemma":0.00001998389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002528156,"about_ca_topic_score_gemma":0.00002998346,"domain_scores_codex":[0.9994479,0.000005095392,0.000168764,0.0001297087,0.00008641073,0.0001621097],"domain_scores_gemma":[0.999366,0.00005241255,0.000116832,0.0003422848,0.00007096488,0.00005145585],"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":[0.0001672463,0.0002191466,0.04293172,0.002156954,0.0007887302,0.00001720538,0.0009943402,0.05459561,0.04155705,0.1733774,0.06300791,0.6201867],"study_design_scores_gemma":[0.002856015,0.0001020718,0.0223512,0.0005610655,0.0001342064,0.0004381599,0.001716318,0.4327344,0.02102591,0.002248156,0.5143038,0.00152873],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1575673,0.000584567,0.5642755,0.001841472,0.01675383,0.001099164,0.00008344319,0.00193736,0.2558573],"genre_scores_gemma":[0.9482039,0.00005516643,0.04644955,0.00001515995,0.0003705202,0.00008919132,0.000006071447,0.00002942295,0.004781042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7906365,"threshold_uncertainty_score":0.4037595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03728580451961306,"score_gpt":0.3131342295613926,"score_spread":0.2758484250417796,"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."}}