{"id":"W2317822868","doi":"10.1097/ede.0000000000000235","title":"Commentary","year":2015,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001906981,0.0002622655,0.001499338,0.0001511811,0.00003171716,0.000001350398,0.0001298232,0.001426828,0.0008424215],"category_scores_gemma":[0.002932465,0.0001975428,0.0003036283,0.00008702295,0.0001278344,0.00001926378,0.00007611616,0.002350066,0.0006382103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240827,"about_ca_system_score_gemma":0.0001268257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001567173,"about_ca_topic_score_gemma":0.000001389019,"domain_scores_codex":[0.9975361,0.0008544775,0.0005886804,0.0003793888,0.0001155454,0.0005258633],"domain_scores_gemma":[0.9943697,0.00464911,0.0002189407,0.000569402,0.00006153144,0.0001312616],"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":[0.00003154546,0.00001148561,0.0553783,0.00008102427,0.0001272431,0.0008267059,0.00001203133,1.761472e-7,2.297581e-7,0.00002888623,0.9424472,0.001055103],"study_design_scores_gemma":[0.0004492927,0.00009577299,0.003196025,0.00002424825,0.0002193139,0.000391622,0.000003713287,0.000007812851,9.222504e-7,0.002530391,0.9929139,0.0001669593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001839805,0.002487978,0.00004293301,0.9863654,0.002696345,0.000196615,0.00002471224,0.0001040457,0.007897978],"genre_scores_gemma":[0.00006469659,0.00008462787,0.0009995261,0.9695465,0.01745678,0.00001980154,0.001590783,0.00003868614,0.0101986],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05218227,"threshold_uncertainty_score":0.9999515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215367195238506,"score_gpt":0.3615536391648164,"score_spread":0.2400169196409657,"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."}}