{"id":"W4237231026","doi":"10.1097/sga.0b013e318211ddc9","title":"WANT TO LOSE WEIGHT?","year":2011,"lang":"en","type":"review","venue":"Gastroenterology Nursing","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gastroenterology; Endoscopy; Internal medicine; Family medicine; Nursing; General surgery","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008303905,0.0006026583,0.002672717,0.000442111,0.0005464034,0.000005572905,0.000514962,0.00123205,0.0004628036],"category_scores_gemma":[0.00005767212,0.0004734834,0.0003957367,0.0001532447,0.00009798782,0.00004881766,0.0001514152,0.00225856,0.003132446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006836457,"about_ca_system_score_gemma":0.0004564647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001067447,"about_ca_topic_score_gemma":0.0002658338,"domain_scores_codex":[0.9929382,0.002747286,0.001585727,0.0007977185,0.0001684928,0.001762562],"domain_scores_gemma":[0.9975331,0.0001740925,0.0006783995,0.0008408122,0.0001362368,0.0006373909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000526379,0.00008553243,0.0001570933,0.01548521,0.0001035839,0.00003184942,0.003715331,1.408303e-8,7.879198e-8,0.0006266707,0.02346082,0.9562812],"study_design_scores_gemma":[0.0002211945,0.0004107839,0.00007880716,0.06501388,0.0002226838,0.00007721587,0.0005531616,1.835554e-7,1.189133e-8,0.00009321501,0.9331471,0.0001817708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007209623,0.9818996,0.0003187283,0.001735546,0.007011764,0.002320776,0.00007170894,0.0001764866,0.00639332],"genre_scores_gemma":[0.00007825349,0.9941188,0.0004508276,0.001130565,0.002291149,0.0006029509,0.00005613029,0.0001451824,0.001126106],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9560994,"threshold_uncertainty_score":0.9997717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.257724270325948,"score_gpt":0.5221453421830369,"score_spread":0.2644210718570889,"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."}}