{"id":"W4402889214","doi":"10.4103/dypj.dypj_33_24","title":"Mental Health Trajectories in First-Year Undergraduate University Students","year":2024,"lang":"en","type":"article","venue":"D Y Patil Journal of Health Sciences","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; Mathematics education; Medical education; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005660793,0.0002534595,0.0004082412,0.001273234,0.001694079,0.002254916,0.0007588132,0.001087843,0.004947876],"category_scores_gemma":[0.002746256,0.0002908081,0.000624639,0.001167433,0.0004143126,0.001472464,0.002808727,0.002424101,0.0008037339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512218,"about_ca_system_score_gemma":0.001686528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03969366,"about_ca_topic_score_gemma":0.05056844,"domain_scores_codex":[0.999571,0.00004603007,0.00003112436,0.00005876398,0.0001025573,0.0001904959],"domain_scores_gemma":[0.9983304,0.00006112992,0.0003198003,0.00002603798,0.0001976771,0.001064932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006322267,0.0002056665,0.9898141,0.00002308437,0.00001832939,0.0001315338,0.002640489,0.00003871202,0.0001202922,0.0001363279,0.0008406544,0.005967591],"study_design_scores_gemma":[0.00000232279,0.00008872212,0.9939176,0.00004699946,0.000005018575,0.0001230615,0.005005255,0.00009215326,0.00002295143,0.00006566774,0.0006219385,0.000008330916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970452,0.0004807366,0.00002987272,0.0007148368,0.00002427001,0.0000262686,0.0004738742,0.000006897973,0.001198131],"genre_scores_gemma":[0.9980018,0.0004925677,0.00006235563,0.0001320658,0.00001721906,0.00002389452,0.0005704581,0.000003388938,0.0006962255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03969366,"threshold_uncertainty_score":0.07892519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04361385951688197,"score_gpt":0.4235114144282704,"score_spread":0.3798975549113885,"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."}}