{"id":"W2464629896","doi":"10.14288/1.0075920","title":"Life-cycle activity patterns of registered nurses in British Columbia : forecasting future supply and professional life expectancy","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Life expectancy; Expectancy theory; Medicine; Economics; Environmental health; Management; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002883476,0.0002240986,0.0002415953,0.001271277,0.0006934389,0.0006328959,0.0008513928,0.0003618337,0.001907087],"category_scores_gemma":[0.001450634,0.0002316074,0.0001774767,0.002486638,0.0002027968,0.0002196357,0.0004210355,0.0003551072,0.000556324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007307,"about_ca_system_score_gemma":0.00376621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9707866,"about_ca_topic_score_gemma":0.9848108,"domain_scores_codex":[0.9998629,0.00002071073,0.00001034567,0.0000235658,0.00003696695,0.00004545613],"domain_scores_gemma":[0.9989789,0.000157414,0.00009889648,0.00003273912,0.000509177,0.0002229759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002108143,0.00009096197,0.9765147,0.00004921644,0.00003224179,0.0001714034,0.001028632,0.003214137,0.000486107,0.0001229749,0.001664373,0.01641436],"study_design_scores_gemma":[0.000006004489,0.00003834009,0.9852455,0.00002838286,0.000009897114,0.00003502152,0.002528281,0.01025665,0.0001040008,0.0000524717,0.001683721,0.00001171348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954593,0.0001483266,0.0001955978,0.00008191718,0.000002563764,0.00002656607,0.002673587,0.000008941975,0.001403284],"genre_scores_gemma":[0.9938849,0.000243565,0.0003416045,0.00002438008,0.000001947448,0.00002803867,0.002621301,0.000004739754,0.002849591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02921337,"threshold_uncertainty_score":0.05877078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600897267091641,"score_gpt":0.2656555355805282,"score_spread":0.2396465629096118,"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."}}