{"id":"W4408060785","doi":"10.1145/3711932","title":"EDUCATION: Insights about Student Wellbeing: Stories from a Counselors' Office","year":2025,"lang":"en","type":"article","venue":"ACM Inroads","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Medical education; Psychology; Pedagogy; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003656538,0.0001345938,0.0001956683,0.0001461154,0.001087591,0.0002267597,0.0009579111,0.00009337137,0.0004500661],"category_scores_gemma":[0.001525526,0.0001250678,0.00005350604,0.0007814312,0.0004179076,0.0002285253,0.0002097554,0.0001881401,0.000235586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003442968,"about_ca_system_score_gemma":0.002320184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00991395,"about_ca_topic_score_gemma":0.005782471,"domain_scores_codex":[0.9981579,0.0002654351,0.0002301382,0.0003213091,0.000708989,0.0003162705],"domain_scores_gemma":[0.9978799,0.000838042,0.00006944011,0.0005726159,0.0005064542,0.0001335084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001901302,0.0007229817,0.2274738,0.00001744769,0.0002181969,0.000002206982,0.2236161,0.000002081515,0.00008130263,0.169666,0.3701069,0.008073919],"study_design_scores_gemma":[0.00009672921,0.000008176452,0.2939937,0.00003093722,0.00001526459,1.680199e-8,0.02564854,1.88736e-7,0.00002853268,0.004624696,0.6754625,0.00009073639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8430545,0.005335479,0.00002415762,0.02116861,0.003725842,0.0003942963,0.00000552926,0.000136585,0.126155],"genre_scores_gemma":[0.9480038,0.0009991024,0.0004892633,0.00147126,0.0006429803,0.0002173733,0.0000148864,0.000008759487,0.04815253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3053555,"threshold_uncertainty_score":0.9966791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997740422002949,"score_gpt":0.4074228192922102,"score_spread":0.3874454150721808,"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."}}