{"id":"W1618129639","doi":"10.1177/229255031302100307","title":"The differing perceptions of plastic surgery between potential applicants and current trainees: The importance of clinical exposure and electives for medical students","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Medicine; Perception; Plastic surgery; Specialty; Medical education; Family medicine; Surgery; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004282622,0.00008597535,0.0004289606,0.0001193339,0.0004191995,0.0000657319,0.0003449529,0.0000855042,0.00007941443],"category_scores_gemma":[0.01196396,0.00005468928,0.000204612,0.0001323875,0.001304349,0.00009799278,0.00002709633,0.0002577914,3.321583e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002921353,"about_ca_system_score_gemma":0.001312381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041556,"about_ca_topic_score_gemma":0.006406317,"domain_scores_codex":[0.9979253,0.0002152284,0.0006893876,0.0001064609,0.000780737,0.0002828279],"domain_scores_gemma":[0.9756076,0.02305341,0.0003897519,0.00007244815,0.0002482627,0.000628529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001664628,0.00001484312,0.980985,0.00002457623,0.0001048917,0.000004851136,0.001052923,0.000001294422,0.00000197058,0.00004625959,0.00320901,0.01453766],"study_design_scores_gemma":[0.0001963226,0.00004938029,0.9870946,0.0001902577,0.0001131396,0.000004186761,0.01144112,0.00001499486,4.608837e-7,0.0001708326,0.0006689788,0.00005567191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962938,0.0009569101,0.0004646543,0.0004382703,0.001675995,0.0001231707,0.00003493953,0.000001773044,0.00001045496],"genre_scores_gemma":[0.9985327,0.000778153,0.000004741053,0.00002611705,0.000640376,0.000004594453,0.000001653325,0.000005121546,0.000006558635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02283818,"threshold_uncertainty_score":0.9963587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04179153318947743,"score_gpt":0.3312134187915961,"score_spread":0.2894218856021187,"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."}}