{"id":"W4238917912","doi":"10.32920/ryerson.14639634","title":"What do Psychology and Civil Engineering have in Common to Promote Well-Being and Excellence?","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Excellence; Paragraph; Work (physics); Industrial and organizational psychology; Linkage (software); Engineering ethics; Political science; Sociology; Engineering; Psychology; Social psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01008445,0.0006500531,0.002143919,0.002976559,0.002831829,0.01233175,0.001954216,0.008890456,0.0689864],"category_scores_gemma":[0.04208091,0.0004877662,0.001702675,0.00489481,0.008156098,0.01316976,0.002743075,0.006244412,0.01720543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005030163,"about_ca_system_score_gemma":0.009105408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01534107,"about_ca_topic_score_gemma":0.01754224,"domain_scores_codex":[0.9916897,0.003031034,0.0007808317,0.0009005133,0.002824555,0.0007733515],"domain_scores_gemma":[0.9725468,0.01249359,0.002239378,0.001556884,0.007828931,0.00333431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001510569,0.00007503617,0.002577866,0.003208864,0.0001003883,0.0001512336,0.002535269,0.00004652663,0.0001765466,0.1800477,0.6782265,0.132703],"study_design_scores_gemma":[0.00004733655,0.00007924833,0.01547068,0.003648601,0.00004699201,0.0002682965,0.00330834,0.00006119056,0.0002120035,0.04841642,0.9283618,0.00007899209],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001576852,0.05170843,0.001564786,0.8175312,0.03353865,0.00005373959,0.0008169501,0.0002078338,0.09300148],"genre_scores_gemma":[0.1224582,0.1236777,0.01193737,0.5394978,0.07043613,0.0008377454,0.002158531,0.001454376,0.1275421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0689864,"threshold_uncertainty_score":0.2307825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06022312791974119,"score_gpt":0.4663426521407721,"score_spread":0.4061195242210309,"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."}}