{"id":"W4393089741","doi":"10.1177/10732748241241158","title":"Next Generation Weight Loss Drugs for the Prevention of Cancer?","year":2024,"lang":"en","type":"article","venue":"Cancer Control","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Weight loss; Obesity; Cancer; Population; Intervention (counseling); Psychological intervention; Body weight; Weight management; Environmental health; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001884586,0.0001010308,0.0001322275,0.000018315,0.00006585417,0.00003250092,0.000121823,0.00008775014,0.0001153558],"category_scores_gemma":[0.00001931522,0.0000715066,0.0001448781,0.00005924284,0.00004907417,0.000006993737,0.00001258158,0.00005944502,0.000001706623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002515393,"about_ca_system_score_gemma":0.0002777731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007899781,"about_ca_topic_score_gemma":0.0002185982,"domain_scores_codex":[0.9993106,0.00003807622,0.0001674795,0.0002287331,0.00009849542,0.0001565966],"domain_scores_gemma":[0.9995723,0.00002918607,0.00006124764,0.0001892911,0.0001181194,0.00002985906],"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":[0.00008812419,0.00001406613,0.0001382648,0.0001238231,0.0003386572,1.581468e-7,0.000139229,0.0004169686,0.3176298,0.0007179275,0.01449309,0.6658998],"study_design_scores_gemma":[0.0008519191,0.00005421691,0.00007058233,0.00004125843,0.000206058,2.431502e-7,0.00002078321,0.005610406,0.1892996,0.0001322367,0.8036121,0.0001006317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1177416,0.8661165,0.01297268,0.0005723344,0.001859835,0.0004736846,0.0001925764,0.00001015544,0.00006072031],"genre_scores_gemma":[0.8741125,0.1203451,0.00002756768,0.0005834175,0.002993109,0.000999117,0.00004168913,0.00001960515,0.0008778421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7891189,"threshold_uncertainty_score":0.2915955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01794018382271146,"score_gpt":0.2946491915706017,"score_spread":0.2767090077478902,"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."}}