{"id":"W2050986291","doi":"10.1038/sj.ijo.0802982","title":"Systematic review of long-term weight loss studies in obese adults: clinical significance and applicability to clinical practice","year":2005,"lang":"en","type":"review","venue":"International Journal of Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":668,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Weight loss; Medicine; Overweight; Obesity; Weight change; Blood pressure; Clinical trial; Internal medicine; Physical therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0195947,0.002103238,0.01572979,0.007546794,0.0008733814,0.003310674,0.002510608,0.002136368,0.003732965],"category_scores_gemma":[0.08125759,0.001686749,0.01278782,0.008992008,0.001355349,0.002425221,0.002173529,0.001755981,0.0002665808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004735018,"about_ca_system_score_gemma":0.01122631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009625653,"about_ca_topic_score_gemma":0.04329024,"domain_scores_codex":[0.979322,0.0069985,0.009475629,0.001388157,0.00246782,0.0003477769],"domain_scores_gemma":[0.9451678,0.03588105,0.01286781,0.001415846,0.004057443,0.0006100136],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0008203071,0.00002114049,0.002118861,0.8793196,0.1027061,0.0001260285,0.00021215,0.000105208,0.000148407,0.00008654664,0.0006701581,0.01366534],"study_design_scores_gemma":[0.001980597,0.000486,0.01238073,0.3375651,0.6384605,0.0004027871,0.0003023434,0.000117959,0.0002338956,0.0002671453,0.007734302,0.00006874856],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004771877,0.9923713,0.0004662746,0.0002736006,0.000255826,0.0008894115,0.0007126242,0.0000195301,0.0002395459],"genre_scores_gemma":[0.1129969,0.879869,0.0030021,0.001079376,0.0001883608,0.001846647,0.0006815996,0.00002035754,0.0003155383],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9804053,"threshold_uncertainty_score":0.1036279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199777188099399,"score_gpt":0.5214395696432023,"score_spread":0.4014618508332624,"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."}}