{"id":"W4233783221","doi":"10.1381/096089206777346664","title":"Reply","year":2006,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"","keywords":"Medicine; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006889827,0.0001122933,0.0002066395,0.0001436119,0.00009396904,0.00003719878,0.00008016909,0.00004283521,0.0004684475],"category_scores_gemma":[0.0001572204,0.0001178382,0.0001521143,0.0003464848,0.00004946817,0.0001570663,0.0000352237,0.00008194242,0.01870493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006772248,"about_ca_system_score_gemma":0.00005347449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001393547,"about_ca_topic_score_gemma":0.00009277445,"domain_scores_codex":[0.9988787,0.00007938525,0.0002189607,0.0002439081,0.0002547457,0.0003243234],"domain_scores_gemma":[0.999075,0.0003076591,0.00008395289,0.0004222168,0.00005285033,0.00005829615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006400752,0.00009687347,0.5068594,0.000004593074,0.000003618598,0.00004637262,0.000003805739,0.000004865886,0.001353904,0.0003100887,0.4911118,0.0001982908],"study_design_scores_gemma":[0.00004650077,0.000001673393,0.733128,0.00001030972,0.000007333564,0.00001451871,0.000003648709,0.00001472905,0.005401933,0.0009071826,0.260306,0.0001581159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961574,0.0001277466,0.00002540175,0.0002121685,0.0002688331,0.00005557239,0.00001861215,0.0004708478,0.03724686],"genre_scores_gemma":[0.9939505,0.000001956685,0.0001312308,0.0003555355,0.0002906505,0.000004979169,0.00004802507,0.00004745066,0.005169627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2308058,"threshold_uncertainty_score":0.9820591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518188371764724,"score_gpt":0.2141026275289407,"score_spread":0.1989207438112935,"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."}}