{"id":"W2462196134","doi":"10.1097/ede.0b013e31829f642d","title":"Commentary","year":2013,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Pharmacology and Obesity Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychology","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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0003769414,0.0002824448,0.00110317,0.0001056107,0.00006108289,0.000001078315,0.0001271136,0.001389743,0.004731738],"category_scores_gemma":[0.0002491749,0.0002139743,0.0002329459,0.00003633623,0.0002202839,0.00002028477,0.00007362996,0.002309945,0.003467459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001587249,"about_ca_system_score_gemma":0.00004593534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001758854,"about_ca_topic_score_gemma":0.000001333256,"domain_scores_codex":[0.9978693,0.0007031478,0.0004103845,0.000405651,0.00006018118,0.0005513798],"domain_scores_gemma":[0.9974542,0.0018406,0.00016405,0.0004018752,0.00003367514,0.0001055854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002306767,0.00006189887,0.01720383,0.0000950696,0.0003866784,0.001132733,0.00001035753,1.989816e-7,0.00001021408,0.00002204626,0.9804057,0.0006481903],"study_design_scores_gemma":[0.0008437782,0.0002672564,0.008658713,0.00002881992,0.0004414659,0.0003298117,0.000001354329,0.00001991404,0.00002847535,0.001716386,0.9875162,0.0001477782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002216941,0.001877638,0.00003436846,0.9899418,0.001011008,0.0004809124,0.00002243525,0.00009572896,0.004319218],"genre_scores_gemma":[0.0002327669,0.0002603988,0.001166658,0.9766523,0.006695541,0.0001358439,0.001721053,0.00003099893,0.0131044],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01328941,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08352197681238961,"score_gpt":0.3781132301394324,"score_spread":0.2945912533270428,"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."}}