{"id":"W2416627241","doi":"10.1080/14739879.2009.11493784","title":"Workplace-Based Assessment (WPBA) Portfolios in Licensing for General Practice Specialty Training","year":2009,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Specialty; Portfolio; Training (meteorology); Medical education; Computer science; Medicine; Psychology; Business; Family medicine; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004513793,0.0005582244,0.000460035,0.0018301,0.0007438581,0.001690343,0.0008983133,0.001350786,0.1185548],"category_scores_gemma":[0.02728549,0.0005067984,0.000466443,0.0009351003,0.0001758059,0.002827192,0.002486162,0.00115443,0.03755943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004222683,"about_ca_system_score_gemma":0.0008511364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006936137,"about_ca_topic_score_gemma":0.001529327,"domain_scores_codex":[0.9978726,0.000820255,0.0003025237,0.0001515462,0.0006896337,0.0001635156],"domain_scores_gemma":[0.9902174,0.00436897,0.0007018441,0.0009014186,0.002133695,0.001676532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008927022,0.002864669,0.02393355,0.0002346722,0.00001368555,0.0002638332,0.0003366399,0.0003581779,0.00259776,0.0005840804,0.08036857,0.8875517],"study_design_scores_gemma":[0.002194285,0.009344256,0.5597859,0.001997634,0.0001582292,0.00448937,0.003644556,0.03218814,0.0390425,0.01047919,0.3362689,0.0004069723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4844854,0.001097296,0.1334447,0.01016905,0.003453695,0.012449,0.005097248,0.02199588,0.3278077],"genre_scores_gemma":[0.5484402,0.0009612339,0.3196622,0.001817605,0.0007381888,0.00579492,0.002371611,0.00126124,0.1189528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1185548,"threshold_uncertainty_score":0.3966053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02424077719549177,"score_gpt":0.3854543242361176,"score_spread":0.3612135470406259,"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."}}