{"id":"W4402411914","doi":"10.20935/mhealthwellb7328","title":"Adjustment to university by students in Canada, Spain, and Ecuador: distress and identity issues","year":2024,"lang":"en","type":"article","venue":"Academia Mental Health and Well-Being","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Distress; Identity (music); Psychology; Sociology; Gender studies; Political science; Clinical psychology; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.0003237949,0.0001537367,0.0002233827,0.00009154625,0.0002090153,0.00003225045,0.0001287953,0.0001096488,0.00003855064],"category_scores_gemma":[0.000002764778,0.0001565043,0.00001147632,0.000169885,0.00005079173,0.0002257027,0.0001729693,0.0004218237,0.0000118932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008379598,"about_ca_system_score_gemma":0.0001729921,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7270603,"about_ca_topic_score_gemma":0.3389857,"domain_scores_codex":[0.998419,0.0001084536,0.0002460793,0.0004699269,0.0002587596,0.0004978167],"domain_scores_gemma":[0.9991566,0.00004614652,0.00003826895,0.00009033237,0.000004408795,0.0006642214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002387813,0.00007875,0.755455,0.0007590014,0.00003178627,0.000136654,0.01647788,4.212784e-7,0.0000401509,0.002160191,0.0399275,0.1846939],"study_design_scores_gemma":[0.001814244,0.000575464,0.8401992,0.001090125,0.0000201559,0.00008292203,0.06120138,0.00006848681,0.0001661714,0.0004549401,0.09385216,0.0004747347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735879,0.0198912,0.00000339344,0.00472289,0.0004280672,0.0005231298,0.00004697621,0.00001895411,0.0007775062],"genre_scores_gemma":[0.982908,0.01146865,0.00001768069,0.00422872,0.00005057262,0.000006284326,0.00003020269,0.00001072561,0.001279154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3880746,"threshold_uncertainty_score":0.6730762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00769167209266788,"score_gpt":0.3557410076718862,"score_spread":0.3480493355792184,"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."}}