{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002890461,0.00009698632,0.0002370327,0.0004824109,0.0002861996,0.000007177167,0.0003907145,0.0001097907,0.0006012089],"category_scores_gemma":[0.002129159,0.00007984279,0.000009493892,0.00161557,0.0001054943,0.00005140359,0.0001892308,0.0009883582,0.00001790021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001473766,"about_ca_system_score_gemma":0.0002229389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02645996,"about_ca_topic_score_gemma":0.0107447,"domain_scores_codex":[0.9982794,0.0005906614,0.0003734369,0.0001944273,0.0003337915,0.0002282753],"domain_scores_gemma":[0.9987815,0.0006986362,0.00008628135,0.0001600683,0.0001145368,0.0001589583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000169537,0.00001535153,0.2172345,0.00007422894,0.00001964648,0.000001194069,0.5968511,0.0003226072,0.0007563633,0.004283386,0.01971344,0.1605587],"study_design_scores_gemma":[0.0004975483,0.0001504267,0.1200718,0.007054632,0.00003817523,8.320156e-7,0.7001826,0.00002756854,0.00001139817,0.001024456,0.1708322,0.0001083764],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8276021,0.0006130345,0.0005210661,0.1354144,0.0005346508,0.0002961018,4.636013e-8,0.00004313081,0.03497546],"genre_scores_gemma":[0.9557632,0.0007836904,0.0001308003,0.009152398,0.0003326181,0.00002598652,0.000002870352,0.000007246944,0.03380124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1604504,"threshold_uncertainty_score":0.9800229,"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."}}