{"id":"W7132890549","doi":"","title":"The impact of Covid-19 on British Columbia's education assistants' stress levels","year":2023,"lang":"en","type":"dissertation","venue":"TSpace","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capilano University","funders":"","keywords":"Stress (linguistics); Work (physics); Data collection","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001861632,0.0001645767,0.0003150249,0.0009334534,0.004850595,0.002933744,0.0008415398,0.0005363666,0.01403666],"category_scores_gemma":[0.008498617,0.0002073391,0.0002082271,0.001701865,0.0007649481,0.0003696862,0.001988934,0.001982443,0.001845799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02341307,"about_ca_system_score_gemma":0.0382923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9457852,"about_ca_topic_score_gemma":0.981233,"domain_scores_codex":[0.9975555,0.0002503461,0.00005772763,0.0001527501,0.0009370624,0.001046634],"domain_scores_gemma":[0.9877214,0.0007047302,0.0007638704,0.0001927642,0.004933076,0.005684214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006156521,0.0008202454,0.6840528,0.00009482831,0.00005551887,0.0002569301,0.01656871,0.0001644816,0.000506943,0.001739705,0.1268173,0.1683069],"study_design_scores_gemma":[0.00001091074,0.00004858412,0.9709939,0.00007752718,0.00001015979,0.00001232091,0.01363593,0.00004734972,0.00008604406,0.00006809911,0.01499827,0.00001095077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9248959,0.0005325586,0.00006494818,0.008665839,0.0002734713,0.00007739483,0.003878313,0.00002326471,0.06158829],"genre_scores_gemma":[0.9235955,0.0006692263,0.000166244,0.00110029,0.00005757179,0.00006727275,0.001597341,0.00002687754,0.0727196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05421478,"threshold_uncertainty_score":0.1698745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.143312878406174,"score_gpt":0.5533758549110586,"score_spread":0.4100629765048846,"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."}}