{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001540467,0.0008542842,0.001318455,0.0005037333,0.0004153589,0.00005678571,0.0004545486,0.005394805,0.008769038],"category_scores_gemma":[0.003114897,0.0006353649,0.0004615872,0.0004321961,0.0009853446,0.0002506674,0.0002003152,0.01611245,0.00202076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00050492,"about_ca_system_score_gemma":0.001568283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002075257,"about_ca_topic_score_gemma":0.00000535349,"domain_scores_codex":[0.993727,0.002006303,0.00105716,0.001044611,0.0005975608,0.001567392],"domain_scores_gemma":[0.9861665,0.01144071,0.0005687543,0.0004398662,0.0004466652,0.0009374627],"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":[0.0002513258,0.00006766798,0.008263477,0.000385323,0.0003641046,0.001489602,0.000103169,0.000009496031,0.00004232065,0.00003583256,0.9477932,0.0411945],"study_design_scores_gemma":[0.0004788187,0.00004724018,0.0002709087,0.0002467223,0.0003914351,0.0005109987,0.0001125073,0.0002086166,0.000372576,0.001939544,0.9945396,0.0008809847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01826889,0.002011849,0.0001008597,0.8724301,0.06910514,0.001385461,0.003860569,0.0008058792,0.03203123],"genre_scores_gemma":[0.02737785,0.0004979805,0.0001494173,0.9219707,0.03216944,0.0003487694,0.002436942,0.0003060669,0.01474285],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04954056,"threshold_uncertainty_score":0.9996098,"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."}}