{"id":"W2436403300","doi":"10.1097/prs.0000000000001809","title":"The Challenges in Presenting Complex Studies","year":2015,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Notre-Dame; Université de Montréal","funders":"","keywords":"Audience measurement; Presentation (obstetrics); Medicine; Nanotechnology; Computer science; Materials science; Surgery; Political science; Law","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":[0.1596085,0.001791968,0.003284278,0.008046866,0.00627497,0.02113401,0.00747407,0.01581717,0.01160228],"category_scores_gemma":[0.501461,0.001747028,0.002608533,0.00387649,0.0153696,0.02897411,0.01346287,0.04027222,0.01086833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004797673,"about_ca_system_score_gemma":0.01343992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185968,"about_ca_topic_score_gemma":0.002100802,"domain_scores_codex":[0.8456975,0.1080118,0.01896838,0.006250541,0.01890325,0.002168586],"domain_scores_gemma":[0.3650903,0.4917093,0.02220837,0.02281445,0.07982506,0.01835253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007485885,0.00005175006,0.0006618628,0.001844768,0.0001460911,0.00239896,0.004953248,0.0001502335,0.0002255143,0.02447863,0.8958425,0.06917156],"study_design_scores_gemma":[0.00005904045,0.00007663213,0.0003477288,0.004630087,0.00007300743,0.005910721,0.004913052,0.0003840748,0.0001699315,0.05844273,0.9248452,0.000147819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005191649,0.02467476,0.01150575,0.8213525,0.1384965,0.0001359917,0.0001329404,0.0003456078,0.002836797],"genre_scores_gemma":[0.01195852,0.03067382,0.02984854,0.5112426,0.4119293,0.0009259596,0.000152079,0.0006692607,0.002599926],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1596085,"threshold_uncertainty_score":0.8441002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.165796369259953,"score_gpt":0.3094707423087483,"score_spread":0.1436743730487953,"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."}}