{"id":"W4405186283","doi":"10.3138/jvme-2024-0088","title":"Client Characteristics and the Effectiveness of Embedded Counseling Services in a College of Veterinary Medicine","year":2024,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Distress; Mental health; Anger; Medicine; Suicidal ideation; Clinical psychology; Depression (economics); Mood; Psychology; Psychiatry; Family medicine; Suicide prevention; Poison control","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001835955,0.00009621832,0.0002191006,0.0005025719,0.0008744061,0.001084946,0.0005163414,0.0004902556,0.00406761],"category_scores_gemma":[0.01741067,0.000208949,0.0002435489,0.0008121023,0.0003292814,0.0004223209,0.0008569228,0.0007153552,0.000223693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563719,"about_ca_system_score_gemma":0.002053493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0107015,"about_ca_topic_score_gemma":0.02576203,"domain_scores_codex":[0.9977209,0.0008429214,0.0001878417,0.0001444543,0.0007664881,0.0003374441],"domain_scores_gemma":[0.9913467,0.002989723,0.002537664,0.0002250619,0.0007546648,0.002146286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002570472,0.001141852,0.9477852,0.00006156741,0.0000681551,0.0001875469,0.001499531,0.00020075,0.0004382658,0.00007355722,0.0005304511,0.04775614],"study_design_scores_gemma":[0.00001525826,0.0004787618,0.9947161,0.0000563707,0.00002484677,0.0002957523,0.002998631,0.0005902894,0.0001543984,0.00004647637,0.0006127902,0.00001034623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987387,0.000147028,0.00003792993,0.0002497564,0.000004438467,0.00001914048,0.00002814488,0.000004346758,0.0007705746],"genre_scores_gemma":[0.9993848,0.0001253865,0.0001320436,0.00008391755,0.000005711549,0.00001565453,0.00002738979,0.000001955851,0.0002231925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0107015,"threshold_uncertainty_score":0.02127844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1633597224685315,"score_gpt":0.5134912282196593,"score_spread":0.3501315057511278,"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."}}