{"id":"W2317504237","doi":"10.1097/prs.0000000000001250","title":"Discussion","year":2015,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Corporation; Criticism; Audience measurement; Transparency (behavior); Causation; Psychology; Medicine; Political science; Law","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":[0.003468791,0.001084338,0.0006331405,0.001007356,0.002208523,0.004042909,0.001862777,0.006081968,0.13597],"category_scores_gemma":[0.02238681,0.0003495052,0.001155006,0.0006460093,0.001489758,0.003761307,0.003272621,0.007322237,0.0613928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001946692,"about_ca_system_score_gemma":0.002882162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125689,"about_ca_topic_score_gemma":0.001382033,"domain_scores_codex":[0.9970138,0.0009412738,0.0002331244,0.0005638136,0.0007978501,0.0004501491],"domain_scores_gemma":[0.9933623,0.00197248,0.0004436703,0.0004374642,0.00239221,0.001391871],"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":[0.00003773027,0.00001854824,0.0004768107,0.0002086685,0.000009996543,0.0008433454,0.000225734,0.00002653783,0.00007572926,0.003701523,0.9612598,0.03311552],"study_design_scores_gemma":[0.00001526947,0.00001890259,0.0002566366,0.0004480041,0.000008784873,0.001956608,0.0004598063,0.00003744641,0.0001184313,0.002780134,0.9938902,0.000009802647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.002628008,0.02878956,0.004089648,0.5535678,0.2631773,0.0002406108,0.001721458,0.0006609721,0.1451247],"genre_scores_gemma":[0.04127986,0.02517102,0.003521197,0.5415354,0.1340391,0.0005222324,0.002317157,0.0006740837,0.2509401],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.13597,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4164659812339921,"score_gpt":0.4886606458464776,"score_spread":0.07219466461248542,"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."}}