{"id":"W2969102903","doi":"10.29173/mocs118","title":"Appraisal of Strategy Adopted by Construction Professionals for Coping with Stress","year":2019,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Johannesburg","keywords":"Coping (psychology); Psychology; Data collection; Applied psychology; Clinical psychology; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006018211,0.0002671879,0.0005209589,0.0002371821,0.0007185494,0.00002841137,0.000141194,0.0003543753,0.0002532782],"category_scores_gemma":[0.0001417283,0.0002256766,0.00006909211,0.0003873403,0.0003107781,0.0005053924,0.00006852967,0.0005647181,0.00001853867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008835021,"about_ca_system_score_gemma":0.000476771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007913727,"about_ca_topic_score_gemma":0.00001763999,"domain_scores_codex":[0.9974101,0.00007877661,0.0007711253,0.0005606749,0.0005454314,0.0006338452],"domain_scores_gemma":[0.9972083,0.0004695053,0.00055032,0.0001499361,0.001355955,0.0002660088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001931695,0.00009980339,0.9418244,0.004385978,0.00009288733,4.587633e-7,0.0004366445,0.00001835335,0.00350889,0.02229123,0.00315919,0.02225046],"study_design_scores_gemma":[0.052003,0.008462171,0.569195,0.0115041,0.0005945326,0.0001838567,0.1059877,0.02636982,0.0281193,0.005589282,0.1875332,0.004458036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900818,0.0002848544,0.002447138,0.0007685179,0.0007383807,0.002986121,0.0003700346,0.00008968664,0.002233423],"genre_scores_gemma":[0.9909341,0.0001162555,0.007023647,0.0001799292,0.0002434124,0.0003742158,0.0002943879,0.00004496494,0.0007890845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3726294,"threshold_uncertainty_score":0.9202825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591990268560786,"score_gpt":0.3761392512443213,"score_spread":0.3502193485587135,"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."}}