{"id":"W7117654146","doi":"10.47678/cjhe.v55i4.190599","title":"Thriving Against the Odds: A Photovoice Study on Canadian College Students’ Mental Health and Resilience Strategies","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Thriving; Photovoice; Mental health; Psychological resilience; Institution; Bachelor; Safeguarding; Community resilience","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003192456,0.00008680981,0.0001421664,0.0004266363,0.001600103,0.0003501207,0.0004989619,0.00003801507,0.00005872712],"category_scores_gemma":[0.0004892481,0.00007091291,0.00002673271,0.0005856947,0.0002871913,0.0002786473,0.00001203041,0.0002732429,0.00000349426],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001762846,"about_ca_system_score_gemma":0.05017481,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5363517,"about_ca_topic_score_gemma":0.9474916,"domain_scores_codex":[0.9973751,0.001318188,0.0002641183,0.0001383684,0.0004363056,0.0004678869],"domain_scores_gemma":[0.9980221,0.0002290708,0.0001330929,0.0001470559,0.0001985556,0.001270152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004807844,0.0003271426,0.6314465,0.00002521117,0.0001269736,0.00003214622,0.1949087,0.00001930964,0.00006340593,0.04622003,0.1189937,0.007788839],"study_design_scores_gemma":[0.0002017358,0.000255314,0.4668064,0.0001483095,0.000008490333,0.00000103767,0.2614311,0.000002235674,0.000006589789,0.0006670997,0.2703953,0.00007631257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688267,0.002062594,0.000004045862,0.01584841,0.00139459,0.0005744352,0.00001026305,0.000003525101,0.01127541],"genre_scores_gemma":[0.9926336,0.0000510126,0.00004455173,0.002837648,0.0001461177,0.00001730858,5.839901e-7,0.000005699696,0.004263499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4111399,"threshold_uncertainty_score":0.9996997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2339714511244335,"score_gpt":0.5973075421261986,"score_spread":0.3633360910017651,"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."}}