{"id":"W2201947312","doi":"10.5770/cgj.18.184","title":"Pre-Clerkship Observerships to Increase Early Exposure to Geriatric Medicine","year":2015,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Medicine; Geriatrics; Specialty; Geriatric care; Family medicine; Likert scale; House staff; Gerontology; Nursing; Psychiatry; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002958013,0.0002812765,0.0004200256,0.001606494,0.0003404407,0.0001464687,0.0009208668,0.00031953,0.001659105],"category_scores_gemma":[0.001683235,0.0002629553,0.00009231667,0.001589041,0.00007448081,0.0001361237,0.00007386231,0.0009702405,0.001908931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008071198,"about_ca_system_score_gemma":0.001647032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1315696,"about_ca_topic_score_gemma":0.07582584,"domain_scores_codex":[0.9963463,0.000630863,0.0005455968,0.0004791532,0.0005695703,0.001428516],"domain_scores_gemma":[0.9905398,0.0001825558,0.0001321784,0.0006202059,0.0005786242,0.007946586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004796097,0.00004296804,0.1134369,0.000008907977,0.0001157917,0.001811029,0.01976538,0.00005680057,0.0000142862,0.001026631,0.8523763,0.01086545],"study_design_scores_gemma":[0.003914868,0.003448415,0.7629943,0.00005133569,0.0001362675,0.001983928,0.005968752,0.000007892677,0.000004726724,0.001383333,0.2192394,0.0008667572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499287,0.001961662,0.0004695015,0.01669632,0.003675351,0.0004166056,0.00003095607,0.00005114818,0.02676973],"genre_scores_gemma":[0.9763939,0.000006171142,0.000595923,0.003177648,0.00325825,0.0000336914,0.000008925657,0.00005629494,0.01646914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6495575,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1026661442320953,"score_gpt":0.3463539338721266,"score_spread":0.2436877896400313,"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."}}