{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008277304,0.000285248,0.000499726,0.0003631406,0.0001313256,0.000866795,0.0004388102,0.000704211,0.01243477],"category_scores_gemma":[0.001361237,0.00009462128,0.000540593,0.0003191281,0.0003647741,0.0006998012,0.0003032543,0.001063171,0.001608568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038071,"about_ca_system_score_gemma":0.001615644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00345483,"about_ca_topic_score_gemma":0.01285501,"domain_scores_codex":[0.9997715,0.00008972394,0.000009661431,0.00002644476,0.00007132516,0.00003141163],"domain_scores_gemma":[0.9995881,0.0001397563,0.0000977172,0.0000240573,0.00008946765,0.00006093308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001507592,0.000878745,0.009873069,0.0027657,0.0004560841,0.0003428154,0.00008567078,0.002229902,0.004716547,0.02939196,0.08886699,0.8588849],"study_design_scores_gemma":[0.0009673959,0.002409594,0.01626178,0.003794254,0.0006522824,0.001218203,0.0002982032,0.00348322,0.002926905,0.02343633,0.9444863,0.00006553136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03879608,0.7118953,0.01161657,0.1901214,0.00398361,0.0002571223,0.001642669,0.0003286501,0.04135863],"genre_scores_gemma":[0.3276288,0.5609199,0.02508706,0.05406342,0.003552898,0.0003816907,0.001068334,0.00007741513,0.02722054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01243477,"threshold_uncertainty_score":0.0415985,"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."}}