{"id":"W4412418846","doi":"10.47895/amp.v59i9.13594","title":"Honor and Excellence from Within: Enhancing University Mental Health Systems in Developing Resilient Medical Professionals","year":2025,"lang":"en","type":"article","venue":"Acta Medica Philippina","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honor; Excellence; Mental health; Psychology; Medical education; Medicine; Engineering ethics; Political science; Engineering; Psychiatry; Computer science; Internet privacy","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":[0.0140415,0.000617151,0.0003133415,0.001163015,0.009516763,0.01822047,0.002095574,0.003047922,0.01241976],"category_scores_gemma":[0.01884136,0.0003935203,0.0007194253,0.0008000798,0.006938014,0.01146873,0.03410149,0.005785881,0.002882368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005925848,"about_ca_system_score_gemma":0.05055843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003752696,"about_ca_topic_score_gemma":0.009559382,"domain_scores_codex":[0.9887755,0.007027929,0.0002422933,0.0005231604,0.0009264131,0.002504673],"domain_scores_gemma":[0.97912,0.001517804,0.001126891,0.0007460605,0.00142798,0.01606117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001313834,0.001927873,0.0319322,0.001494715,0.0001598951,0.0009997336,0.09884919,0.0009918199,0.001727487,0.1248654,0.1940989,0.5428214],"study_design_scores_gemma":[0.000173408,0.001224536,0.03923049,0.003437723,0.000158355,0.0008346394,0.1746493,0.00156121,0.002923195,0.09834435,0.6772758,0.0001870487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2111031,0.009097605,0.01700452,0.6028534,0.003284816,0.0008295872,0.0001052572,0.0006814477,0.1550404],"genre_scores_gemma":[0.9279041,0.005243762,0.01896673,0.03508542,0.0007085255,0.0003123557,0.00007793238,0.0001094721,0.01159173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01822047,"threshold_uncertainty_score":0.0742594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01824798960003522,"score_gpt":0.3611385732003519,"score_spread":0.3428905836003167,"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."}}