{"id":"W7117354089","doi":"10.61838/kman.jayps.4741","title":"Ranking Adolescent Stressors Linked to Urban Lifestyle and Overexposure","year":2025,"lang":"","type":"article","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Stressor; Distress; Ranking (information retrieval); Exploratory research; Mental health; Social stress; Test (biology); Social isolation","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001142736,0.0002740368,0.0002944525,0.001287363,0.0005932867,0.001028282,0.0002528045,0.0002370792,0.001813422],"category_scores_gemma":[0.003005383,0.0001745705,0.0003450086,0.001089338,0.000391253,0.0006433127,0.001429948,0.0004005599,0.0001064976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005230555,"about_ca_system_score_gemma":0.0007024264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001865704,"about_ca_topic_score_gemma":0.004705861,"domain_scores_codex":[0.9991542,0.0002942803,0.0001114815,0.00008623749,0.0002261331,0.0001276378],"domain_scores_gemma":[0.9974941,0.0005243443,0.001237369,0.00005402198,0.0003871558,0.0003030412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006695781,0.00007211105,0.9629356,0.00036672,0.0000582399,0.0003251575,0.01050192,0.0001395871,0.0008624403,0.000269425,0.0002752351,0.02412654],"study_design_scores_gemma":[0.000001905222,0.0001143389,0.9693272,0.0001192711,0.00002751166,0.0002185183,0.02830915,0.0001391604,0.0003610042,0.000103796,0.001268554,0.000009521004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982791,0.0004282736,0.0002574678,0.0001376728,0.000009064359,0.00002607101,0.0001527088,0.000003615007,0.0007060809],"genre_scores_gemma":[0.9986834,0.0005126483,0.0004303896,0.00002648719,0.000009180873,0.00003189245,0.0001503187,0.000001457772,0.0001541378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001865704,"threshold_uncertainty_score":0.006066442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03491718759561457,"score_gpt":0.3900652646111191,"score_spread":0.3551480770155045,"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."}}