{"id":"W2109941637","doi":"10.1001/jama.2014.10432","title":"Assessment and Lifestyle Management of Patients With Obesity","year":2014,"lang":"en","type":"review","venue":"JAMA","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":235,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Overweight; Obesity; Weight management; Weight loss; Management of obesity; Gerontology; Motivational interviewing; Systematic review; Physical therapy; MEDLINE; Family medicine; Intervention (counseling); Internal medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002243948,0.0003567898,0.0008479847,0.001121557,0.0004161248,0.001105461,0.0004633565,0.0007931575,0.004043424],"category_scores_gemma":[0.01817486,0.0001845708,0.0009934665,0.00124197,0.0002562242,0.001217696,0.0009063831,0.001597124,0.0006613438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005552139,"about_ca_system_score_gemma":0.002231803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005551291,"about_ca_topic_score_gemma":0.009398936,"domain_scores_codex":[0.9977309,0.001070975,0.0004426553,0.0001271964,0.0005461639,0.00008210366],"domain_scores_gemma":[0.9958482,0.001785571,0.001226536,0.00009855957,0.0008265516,0.0002145424],"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":[0.0002534474,0.0003149382,0.04667482,0.03434908,0.0007810027,0.0003244236,0.0008328872,0.0001982033,0.0003179282,0.0008434901,0.05560888,0.859501],"study_design_scores_gemma":[0.001011649,0.0009534844,0.3366752,0.323025,0.004522644,0.005267791,0.003947549,0.001296805,0.0006481935,0.009477307,0.3129762,0.0001981663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03544588,0.8688888,0.002869885,0.06247008,0.002582607,0.000789451,0.002263118,0.000130657,0.02455944],"genre_scores_gemma":[0.2581078,0.704805,0.01108137,0.01757858,0.002984707,0.001027096,0.002033542,0.00003167828,0.002350242],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005551291,"threshold_uncertainty_score":0.01352662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01944891379289964,"score_gpt":0.3110718852378788,"score_spread":0.2916229714449791,"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."}}