{"id":"W2080826860","doi":"10.1097/01.prs.0000261039.86003.f0","title":"The Canadian Plastic Surgery Workforce Survey: Interpretation and Implications","year":2007,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Workforce; Workload; Plastic surgery; Economic shortage; Demographics; Incentive; Workforce planning; Family medicine; Surgery; Demography; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.005548201,0.0001186454,0.0002096761,0.0002800754,0.001855204,0.0002000254,0.0001731058,0.0001149976,0.00006986837],"category_scores_gemma":[0.01986888,0.0001042861,0.00006975624,0.0005387704,0.001346056,0.0002115274,0.0000300722,0.0002034731,0.0000281397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002967779,"about_ca_system_score_gemma":0.001090785,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07211543,"about_ca_topic_score_gemma":0.7873625,"domain_scores_codex":[0.9982826,0.0002791226,0.0002892578,0.0002372269,0.0003619241,0.0005498867],"domain_scores_gemma":[0.9327337,0.06633998,0.0001296032,0.0001254822,0.0002746157,0.0003966594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004527748,0.000004755668,0.885438,0.000004119652,0.00003237059,0.000006167902,0.001126553,0.000002012827,0.000001177062,0.003752631,0.002900813,0.1066862],"study_design_scores_gemma":[0.00004319619,0.000005233996,0.9841577,0.00006139436,0.00002499756,0.00001007754,0.007034531,0.00001968086,0.00000348218,0.0008913735,0.007605793,0.0001425534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793376,0.0003135106,0.002075253,0.0005349119,0.005756186,0.0001548495,0.00007164261,0.00005201326,0.01170399],"genre_scores_gemma":[0.9993385,0.0001832483,0.00002468173,0.0001000393,0.0001900116,0.000006310621,0.00002926767,0.000007975555,0.0001199714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.715247,"threshold_uncertainty_score":0.9994442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0376250292092396,"score_gpt":0.2757124195897603,"score_spread":0.2380873903805207,"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."}}