{"id":"W2043465597","doi":"10.5489/cuaj.198","title":"Human resource assessment of academic urology across Canada: What are the future job prospects?","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Staffing; Medicine; Urology; Specialty; Pediatric urology; Academic institution; Medical education; Family medicine; General surgery; Nursing; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004551108,0.0004508321,0.0004472084,0.002275586,0.01044331,0.005382489,0.002349104,0.00083389,0.006304816],"category_scores_gemma":[0.01178518,0.0002677826,0.0004025422,0.005572995,0.00253823,0.001591882,0.002242752,0.00114132,0.0005797753],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06390417,"about_ca_system_score_gemma":0.2272461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.970333,"about_ca_topic_score_gemma":0.9785326,"domain_scores_codex":[0.9930957,0.0009633048,0.0001777052,0.0003811943,0.002408314,0.002973704],"domain_scores_gemma":[0.9700188,0.001333332,0.002103325,0.0001515816,0.008190913,0.01820214],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001367927,0.0002233798,0.7171989,0.001531675,0.00005932883,0.0004698434,0.01333519,0.0008849026,0.000281759,0.003487862,0.09548777,0.1669026],"study_design_scores_gemma":[0.00002071856,0.0001302509,0.8719999,0.00166395,0.00003145087,0.0002410207,0.06788529,0.001353183,0.000199768,0.001051767,0.05529236,0.0001302698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7300923,0.02230819,0.001381792,0.1772899,0.001255168,0.0004804943,0.007297494,0.0001582898,0.0597363],"genre_scores_gemma":[0.981962,0.007719056,0.001497162,0.004826097,0.0001686133,0.00008923197,0.0009972034,0.00002166171,0.002718977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9954489,"threshold_uncertainty_score":0.4636593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01448737395492093,"score_gpt":0.2724713910499656,"score_spread":0.2579840170950447,"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."}}