{"id":"W4292022612","doi":"10.1016/j.system.2022.102881","title":"The role of hope in language teachers' changing stress, coping, and well-being","year":2022,"lang":"en","type":"article","venue":"System","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University","funders":"Cape Breton University","keywords":"Coping (psychology); Well-being; Psychology; Stress (linguistics); Mathematics education; Pedagogy; Linguistics; Philosophy; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001704825,0.0001848239,0.0002294704,0.0007570985,0.001721939,0.00364755,0.0004754725,0.0005092914,0.002300006],"category_scores_gemma":[0.006662383,0.0002247931,0.0004010048,0.0003741655,0.002195362,0.0007460887,0.00200658,0.001796659,0.0001210398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143561,"about_ca_system_score_gemma":0.001858721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004852637,"about_ca_topic_score_gemma":0.01373769,"domain_scores_codex":[0.9990513,0.0004342744,0.00004386974,0.00005255609,0.0001651045,0.0002529477],"domain_scores_gemma":[0.9956996,0.001302885,0.001067593,0.0001795225,0.0002782911,0.001472092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007974319,0.00165926,0.8593346,0.000204461,0.0002497804,0.001135721,0.05619644,0.0004149676,0.002011518,0.009512356,0.001664088,0.06681927],"study_design_scores_gemma":[0.00005655989,0.0003473257,0.9073483,0.00009020696,0.00008844414,0.0004894909,0.08336485,0.0007042951,0.0004957627,0.003973128,0.002993878,0.00004763247],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905443,0.0005065691,0.0001845216,0.001416259,0.0000372318,0.00001563818,0.00004360691,0.000009551745,0.007242271],"genre_scores_gemma":[0.9995552,0.00009168557,0.00005618171,0.00002785866,0.000003896167,0.000003594352,0.000008278256,0.000001200311,0.000252129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004852637,"threshold_uncertainty_score":0.00964874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046396466904535,"score_gpt":0.3234530503735463,"score_spread":0.3129890857045009,"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."}}