{"id":"W4416910438","doi":"10.2106/jbjs.oa.24.00195","title":"Job Satisfaction of Research Personnel in Orthopaedic Trauma Surgery","year":2025,"lang":"en","type":"article","venue":"JBJS Open Access","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Trauma surgery; Job satisfaction; Orthopedic surgery; Patient satisfaction; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008308665,0.0000911613,0.0004609438,0.001077917,0.0001066126,0.0001294091,0.0004817424,0.0001413971,0.0007103815],"category_scores_gemma":[0.04284443,0.00007332575,0.00006806654,0.002157814,0.0001888638,0.0006044462,0.000432158,0.000804074,0.00002929074],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000321343,"about_ca_system_score_gemma":0.007620988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0176942,"about_ca_topic_score_gemma":0.002453133,"domain_scores_codex":[0.9970061,0.0003701823,0.0004822959,0.0002882957,0.0009861924,0.0008669446],"domain_scores_gemma":[0.9960586,0.001734747,0.00005699855,0.0003792444,0.0003496749,0.00142067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007741868,0.0001249202,0.6908948,0.001036628,0.00001753439,0.000100977,0.0001983223,4.218479e-7,0.0002520831,0.0001890092,0.07645799,0.2299531],"study_design_scores_gemma":[0.001707033,0.0001026397,0.9834983,0.00160217,0.000007775981,0.000006585265,0.0007803063,0.00007067247,0.00116243,0.0002218672,0.01078013,0.0000601079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419387,0.000333864,0.00002682721,0.02090246,0.0001967531,0.001227687,0.00000535968,0.00001482352,0.03535354],"genre_scores_gemma":[0.9944111,0.0007045433,0.00005946853,0.002181791,0.00008607797,0.000107978,0.00001015779,0.00001136816,0.00242758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2926034,"threshold_uncertainty_score":0.9980049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4705459975433245,"score_gpt":0.6167815301357982,"score_spread":0.1462355325924736,"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."}}