{"id":"W4386005627","doi":"10.1002/oby.23626","title":"Poster Abstracts","year":2022,"lang":"en","type":"article","venue":"Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":9,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001912916,0.00004070977,0.00009873823,0.00003189839,0.0001125006,0.000003591668,0.00003471778,0.0000160487,0.003031569],"category_scores_gemma":[0.00003159637,0.00003636827,0.00005975717,0.00008641581,0.000007573335,0.00002331565,0.00005812407,0.0001436324,0.000132573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000348324,"about_ca_system_score_gemma":0.00003737158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003122205,"about_ca_topic_score_gemma":0.00000124461,"domain_scores_codex":[0.9995627,0.00002254997,0.00008389229,0.00008856928,0.000140927,0.0001013949],"domain_scores_gemma":[0.999728,0.00004751682,0.00002348121,0.0001359764,0.00001095327,0.00005402901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006337938,0.0001624848,0.9834628,0.00001194163,0.00001726417,0.0001836098,0.000100716,0.00000304117,0.0002667371,0.0001415298,0.01394885,0.001637668],"study_design_scores_gemma":[0.0002497638,0.00003841345,0.927274,0.000001174628,0.00002210625,0.0001001147,0.00002963035,0.00000182758,0.0005844937,0.00007242873,0.07158478,0.00004128278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638717,0.00006794263,0.000001826631,0.001471404,0.0003513327,0.00006573171,0.000003821134,0.00004220298,0.03412401],"genre_scores_gemma":[0.9901098,0.000002021792,0.00004413648,0.002144021,0.00008642239,0.000004207604,0.00001016124,0.000004788229,0.007594431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05763594,"threshold_uncertainty_score":0.9978798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751680210319705,"score_gpt":0.2494755837676115,"score_spread":0.2319587816644145,"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."}}