{"id":"W4312036668","doi":"10.1093/geroni/igac059.3066","title":"GAUGING INTEREST AND NEEDS IN PROFESSIONAL DEVELOPMENT AND CONTINUING EDUCATION IN AGING IN MANITOBA, CANADA","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Certificate; Gerontology; Scale (ratio); Medical education; Professional development; Psychology; Continuing education; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003339025,0.0002857963,0.0003451099,0.0033143,0.006076287,0.002367287,0.001912941,0.0004592289,0.003233131],"category_scores_gemma":[0.009646936,0.0004336038,0.0003311211,0.004761412,0.0009546612,0.0007001617,0.001960825,0.0008828759,0.0003288058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06946702,"about_ca_system_score_gemma":0.1486871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955007,"about_ca_topic_score_gemma":0.9984332,"domain_scores_codex":[0.997458,0.0002936331,0.0001339153,0.000149675,0.001237412,0.0007273292],"domain_scores_gemma":[0.9821629,0.001123225,0.001027789,0.0001213541,0.01055794,0.005006886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001685511,0.0002765354,0.8648099,0.0004427584,0.00005033501,0.0004547682,0.05400768,0.00032675,0.0009030511,0.0008353745,0.01140715,0.06631718],"study_design_scores_gemma":[0.00001425292,0.00008467009,0.9258168,0.0003363147,0.00002301645,0.00006010276,0.0608955,0.0005550473,0.0002574702,0.00009540435,0.01182002,0.00004128199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786119,0.001584792,0.0002710028,0.00472893,0.00004880268,0.0003188368,0.002270499,0.0000299511,0.01213526],"genre_scores_gemma":[0.9897913,0.001616946,0.001291334,0.00056791,0.00001293772,0.0001744688,0.0007664434,0.00001025248,0.005768362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06946702,"threshold_uncertainty_score":0.5040209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04988122239590226,"score_gpt":0.3580101869562372,"score_spread":0.308128964560335,"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."}}