{"id":"W4400975769","doi":"10.3399/bjgpo.2024.0025","title":"A scoping review of unexpected weight loss and cancer: risk, guidelines, and recommendations for follow-up in primary care","year":2024,"lang":"en","type":"review","venue":"BJGP Open","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre","funders":"National Health and Medical Research Council; Marshfield Clinic Research Foundation","keywords":"Medicine; Guideline; Weight loss; Family medicine; Intensive care medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006494357,0.0002281487,0.00203859,0.0002044196,0.00007282524,0.00003062771,0.0001354682,0.0001291529,0.00007006272],"category_scores_gemma":[0.0002140712,0.0001780064,0.000133352,0.0003727778,0.00002999217,0.00006434815,0.0002056531,0.0003081037,0.000002286366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002312369,"about_ca_system_score_gemma":0.001327389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005080588,"about_ca_topic_score_gemma":0.0003523991,"domain_scores_codex":[0.9979872,0.0001261138,0.001201818,0.0004018208,0.0001068582,0.000176224],"domain_scores_gemma":[0.9988532,0.0001585839,0.0003932453,0.0002453971,0.0002395339,0.0001100152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009484867,0.000007429644,0.0000382583,0.5182333,0.00003324373,0.000002953312,0.0000461741,9.378849e-10,3.119495e-8,0.00002728408,0.01918127,0.4624206],"study_design_scores_gemma":[0.0006893596,0.00002351758,0.000004594347,0.4950953,0.000729844,0.00001640738,0.00001734758,9.15939e-7,1.272123e-7,0.00001584554,0.5033251,0.00008168387],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001128869,0.9853503,0.000008025749,0.004812335,0.0003047697,0.008383079,0.0005777196,0.00001767155,0.0005449793],"genre_scores_gemma":[1.394725e-7,0.9894227,0.00555226,0.001390405,0.0001576145,0.001927274,0.001117073,0.00004420823,0.0003883362],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4841438,"threshold_uncertainty_score":0.725889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2402242458383041,"score_gpt":0.5281448138619176,"score_spread":0.2879205680236135,"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."}}