{"id":"W7124892666","doi":"10.1093/acamed/wvaf011","title":"Working to learn or learning to work: resident perceptions of service and education in internal medicine","year":2025,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; The Wilson Centre; Sinai Health System; Canadian Institutes of Health Research; University of Toronto","funders":"University of Toronto","keywords":"Conceptualization; Work (physics); Service (business); Service-learning; Higher education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004628565,0.0001477138,0.0002247191,0.0005105654,0.002639448,0.001677741,0.0005806654,0.000830851,0.002247314],"category_scores_gemma":[0.01376051,0.0001889673,0.0001744151,0.0005305573,0.005271588,0.001336098,0.00298862,0.001281016,0.0002054229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004028496,"about_ca_system_score_gemma":0.005756359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02308952,"about_ca_topic_score_gemma":0.03232435,"domain_scores_codex":[0.9964131,0.00218438,0.0001811895,0.0001100881,0.0005047281,0.0006066408],"domain_scores_gemma":[0.9924117,0.002732344,0.00141246,0.0001290348,0.0008088445,0.002505582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001252424,0.0001237686,0.1379725,0.0002531646,0.0000179508,0.0008183664,0.8361273,0.0001314941,0.0008248546,0.001253632,0.002215107,0.02013659],"study_design_scores_gemma":[0.000006879553,0.0002544573,0.09679612,0.0001740718,0.000008637257,0.0005496251,0.8960098,0.0001937578,0.0001522261,0.0002603935,0.005572748,0.00002134942],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955759,0.0003513187,0.0002245163,0.002028407,0.00002076842,0.000007697714,0.000009029983,0.000005439665,0.001776851],"genre_scores_gemma":[0.9993283,0.0001444899,0.0001072327,0.0001776381,0.00000684908,0.000005009967,0.000005300403,0.000001670321,0.0002236248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02308952,"threshold_uncertainty_score":0.04591024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05666215443075089,"score_gpt":0.4136903986242078,"score_spread":0.3570282441934569,"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."}}