{"id":"W4394566127","doi":"10.1016/j.jpra.2024.04.003","title":"Perceptions, awareness and influences of medical students towards plastic surgery: A systematic review","year":2024,"lang":"en","type":"review","venue":"JPRAS Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plastic surgery; Perception; Medicine; MEDLINE; Surgery; Medical education; Psychology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01024577,0.0008582932,0.004493183,0.006066638,0.0006633562,0.002368359,0.001218062,0.001763242,0.002562546],"category_scores_gemma":[0.05996013,0.0008445406,0.004423327,0.007006283,0.0009317083,0.002067068,0.001278115,0.0009812186,0.000174772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002413769,"about_ca_system_score_gemma":0.009555468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005459743,"about_ca_topic_score_gemma":0.01609505,"domain_scores_codex":[0.9847687,0.006084073,0.004733566,0.0009026912,0.003184872,0.0003260529],"domain_scores_gemma":[0.9313567,0.05279776,0.01076191,0.0006622355,0.003772043,0.00064933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002017896,0.00003624312,0.00739048,0.9467771,0.00721696,0.0001910825,0.001205905,0.00005666791,0.0001347142,0.0001781404,0.001168339,0.03544267],"study_design_scores_gemma":[0.0001717839,0.0003093164,0.02685353,0.9192423,0.03712481,0.0008382236,0.002138236,0.0000791471,0.000192915,0.0002238938,0.01277426,0.00005165911],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01085926,0.9868181,0.0002072832,0.0005154457,0.0001037905,0.0004881407,0.0005042343,0.000006929765,0.0004967015],"genre_scores_gemma":[0.1080552,0.8885221,0.0009183069,0.0008494023,0.0001072222,0.001099779,0.0003044434,0.000006012014,0.0001374976],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01024577,"threshold_uncertainty_score":0.05418545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1485878363917234,"score_gpt":0.4992395852360241,"score_spread":0.3506517488443007,"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."}}