{"id":"W4402771627","doi":"10.1061/jcemd4.coeng-14690","title":"The Potential for Workplaces to Provide Social Support for Distressed Infrastructure Workers","year":2024,"lang":"en","type":"article","venue":"Journal of Construction Engineering and Management","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Water infrastructure; Engineering; Environmental engineering; Water supply","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":[0.0003743003,0.00008229311,0.0001699628,0.00009012277,0.000464115,0.00007480184,0.000069113,0.00005896464,0.000007579758],"category_scores_gemma":[0.00003140705,0.0000570356,0.00008090527,0.00009250674,0.00002341024,0.00007819377,0.00002538215,0.0001490093,6.419906e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005966563,"about_ca_system_score_gemma":0.00004817973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001944531,"about_ca_topic_score_gemma":0.000007505656,"domain_scores_codex":[0.9992771,0.00001803781,0.0003140291,0.00008143189,0.0001139591,0.0001954553],"domain_scores_gemma":[0.9995773,0.0001392641,0.00009226616,0.00003740416,0.00009426817,0.00005943509],"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":[0.0006310136,0.00001583154,0.0009661131,0.004337094,0.0009934286,0.00002021578,0.009621529,0.008742699,0.0001916427,0.1098832,0.01990917,0.8446881],"study_design_scores_gemma":[0.0009233929,0.0001231816,0.004681839,0.0005017798,0.0002158826,0.000004624744,0.05561836,0.0029693,0.00001846896,0.002214135,0.9325631,0.0001658829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3083673,0.0009156578,0.6702674,0.005718549,0.01210266,0.002105301,0.00004906612,0.0001163891,0.0003576693],"genre_scores_gemma":[0.9900078,0.0002393306,0.007544394,0.00002532805,0.001316348,0.000133612,0.000003071488,0.00001894019,0.0007111439],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.912654,"threshold_uncertainty_score":0.3569645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009275171224899513,"score_gpt":0.3215583096050595,"score_spread":0.31228313838016,"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."}}