{"id":"W4308713356","doi":"10.24908/pceea.vi.15954","title":"Perceived Support and Gender: Identifying with the Engineering Community as a First-Year Engineering Student","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Population; Path analysis (statistics); Peer support; Anxiety; Social psychology; Identity (music); Demography; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.002112023,0.0002402692,0.0003053134,0.0009986032,0.002686386,0.002073759,0.0005897069,0.0006167911,0.002809362],"category_scores_gemma":[0.006016856,0.0002272669,0.0003290027,0.000603458,0.001263346,0.000919057,0.001988311,0.001238958,0.0002692029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241285,"about_ca_system_score_gemma":0.002957082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07274623,"about_ca_topic_score_gemma":0.1749966,"domain_scores_codex":[0.9987534,0.0003494889,0.00004064495,0.00008056394,0.0003147526,0.0004610874],"domain_scores_gemma":[0.9963561,0.0006663854,0.0008705198,0.00009411509,0.0004736885,0.001539238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008124957,0.0001974761,0.9641241,0.0000154716,0.00001606233,0.0001818616,0.02557475,0.00001327946,0.0003030132,0.0001520186,0.0003129988,0.009027713],"study_design_scores_gemma":[0.000003223251,0.0001120163,0.8979623,0.00003456008,0.000007998138,0.0001236632,0.1010101,0.00007759299,0.00007148713,0.00007111212,0.0005175815,0.000008398725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989586,0.00005845585,0.00002030245,0.0001697522,0.000009761475,0.000004637308,0.00001119312,4.471783e-7,0.0007669209],"genre_scores_gemma":[0.999441,0.0000636331,0.00002142819,0.00005232249,0.000004224855,0.000004236572,0.00001572897,5.672798e-7,0.0003969089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07274623,"threshold_uncertainty_score":0.1446456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02993731772096164,"score_gpt":0.3319409723530741,"score_spread":0.3020036546321125,"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."}}