{"id":"W2899217138","doi":"10.1177/2292550318800321","title":"Factors Influencing Plastic Surgeons When Selecting New Colleagues","year":2018,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Reputation; Regret; Test (biology); Demographics; Psychology; Work (physics); Personnel selection; Focus group; Medical education; Relevance (law); Public relations; Medicine; Management; Political science; Marketing; Engineering; Sociology; Business; Computer science; Demography; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003157611,0.0001944177,0.0001380688,0.00107893,0.003593276,0.001537618,0.0005965087,0.0005690362,0.01046985],"category_scores_gemma":[0.02409802,0.0001530572,0.0001933079,0.0009149907,0.001009239,0.0004239141,0.001117384,0.0006274882,0.001053639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001932077,"about_ca_system_score_gemma":0.00733044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03589075,"about_ca_topic_score_gemma":0.06823263,"domain_scores_codex":[0.9952132,0.001369399,0.0003206135,0.0002022136,0.002004274,0.0008904245],"domain_scores_gemma":[0.9771271,0.006417017,0.005586724,0.0003201371,0.003303241,0.007245779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001142369,0.0001902243,0.9309953,0.0002513308,0.00002168003,0.001344063,0.01234687,0.000146536,0.00124635,0.0002259693,0.005431395,0.04768591],"study_design_scores_gemma":[0.00001017829,0.0002737116,0.9273417,0.0001866872,0.00001864821,0.001878033,0.05402403,0.0002133519,0.0004860734,0.0001756301,0.01536126,0.00003059979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839473,0.0004479692,0.0004819608,0.002493398,0.0001166257,0.0001370628,0.00009065444,0.00002093726,0.01226406],"genre_scores_gemma":[0.9968401,0.0003458956,0.0005098233,0.0002839743,0.00005980466,0.00003057432,0.00005896705,0.000005890845,0.001865038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03589075,"threshold_uncertainty_score":0.07136369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07139605722477842,"score_gpt":0.2771941357742368,"score_spread":0.2057980785494584,"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."}}