{"id":"W1505529917","doi":"10.1111/j.1741-2358.2010.00444.x","title":"Undergraduate geriatric education through community service learning","year":2011,"lang":"en","type":"article","venue":"Gerodontology","topic":"Dental Health and Care Utilization","field":"Dentistry","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Division of Undergraduate Education","keywords":"Medicine; Curriculum; Service-learning; Promotion (chess); Medical education; Service (business); Component (thermodynamics); Nursing; Geriatrics; Geriatric dentistry; Pedagogy; Family medicine; Oral health; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002035981,0.0001187018,0.0001668701,0.00006016557,0.0003306395,0.00001543364,0.0002250119,0.000155883,0.0004283961],"category_scores_gemma":[0.000111475,0.0001278431,0.00004034308,0.0003076427,0.00003658842,0.0001885621,0.00007666519,0.0003969959,0.001269652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008742072,"about_ca_system_score_gemma":0.0001722599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01171154,"about_ca_topic_score_gemma":0.02772192,"domain_scores_codex":[0.9985341,0.0006490699,0.0002552026,0.0001724608,0.000105328,0.0002838087],"domain_scores_gemma":[0.999202,0.00009021312,0.0001500264,0.0003221262,0.0001585203,0.00007711945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007719284,0.002495654,0.6279145,0.001757948,0.0001431874,0.00007827205,0.02859288,0.0000252979,0.0009218566,0.09441037,0.03401645,0.2088716],"study_design_scores_gemma":[0.0007440922,0.0002379647,0.9426097,0.00003533192,0.0000661708,0.0004383393,0.007015635,0.00006969817,0.0005838111,0.01856813,0.0292943,0.000336766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89991,0.000362399,0.00177848,0.0001253248,0.002074816,0.0001567483,0.000002635892,0.0001696319,0.09542],"genre_scores_gemma":[0.9949787,0.0000509768,0.0005366576,0.001596081,0.00009579825,0.00002495344,0.0001269198,0.00001851665,0.002571452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3146952,"threshold_uncertainty_score":0.999508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06030092696685996,"score_gpt":0.327588439585303,"score_spread":0.267287512618443,"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."}}