{"id":"W4385219006","doi":"10.1177/20503121231185014","title":"A qualitative study of university students’ perspectives of hope during the COVID-19 pandemic","year":2023,"lang":"en","type":"article","venue":"SAGE Open Medicine","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; University of Guelph","funders":"","keywords":"Hopefulness; Mental health; Thematic analysis; Psychological intervention; Psychosocial; Medicine; Qualitative research; Psychology; Focus group; Psychoeducation; Framing (construction); Anxiety; Medical education; Clinical psychology; Nursing; Psychiatry; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002935819,0.0001276127,0.0004093352,0.0001796825,0.0001870933,0.000007978471,0.0009719976,0.00004698678,0.001374515],"category_scores_gemma":[0.0003533804,0.00008872625,0.00004072613,0.0007725894,0.00034904,0.00008287752,0.0004452767,0.0001963776,0.00003281044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008821473,"about_ca_system_score_gemma":0.00005203758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00508323,"about_ca_topic_score_gemma":0.0004145658,"domain_scores_codex":[0.9975603,0.001241756,0.0002919935,0.0003289802,0.0003723739,0.0002046216],"domain_scores_gemma":[0.9981809,0.0009718739,0.0002152353,0.0004580556,0.00007582078,0.00009813418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006306394,0.0003583906,0.07300866,0.00003461918,0.0003715336,0.0001309241,0.9235731,0.00002176489,0.0002965645,0.00047464,0.000777906,0.0003212442],"study_design_scores_gemma":[0.005357397,0.0005705305,0.1292342,0.0000528058,0.0000913402,0.000005815718,0.8640089,0.000001848273,0.000005155332,0.0001413469,0.0004533362,0.0000772632],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813012,0.0002153536,0.00005466991,0.0009506274,0.0001538497,0.0009806133,0.00001336979,0.00003582556,0.01629442],"genre_scores_gemma":[0.9867423,0.0001813307,0.00001022387,0.0001119088,0.00005516037,0.00000893133,0.000003841235,0.00001394064,0.01287241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05956418,"threshold_uncertainty_score":0.9995384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.088253038954229,"score_gpt":0.4619165183357305,"score_spread":0.3736634793815015,"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."}}