{"id":"W3166980879","doi":"10.1038/s41598-021-91753-8","title":"Metabolomics and cancer preventive behaviors in the BC Generations Project","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre for Applied Research in Cancer Control; University of British Columbia","funders":"Canadian Cancer Society Research Institute; Michael Smith Health Research BC","keywords":"Metabolomics; Context (archaeology); Medicine; Polyunsaturated fatty acid; Metabolite; Cancer prevention; Body mass index; Cancer; Environmental health; Internal medicine; Bioinformatics; Biology; Fatty acid; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001000228,0.0005160339,0.0002831697,0.000687646,0.001149061,0.0007170147,0.0003696023,0.0004919368,0.001882539],"category_scores_gemma":[0.001780109,0.0002497654,0.0002239171,0.0009799337,0.0002005832,0.0001147397,0.0007075028,0.0004218841,0.0002962332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001347526,"about_ca_system_score_gemma":0.001336699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2410216,"about_ca_topic_score_gemma":0.2868613,"domain_scores_codex":[0.9993735,0.0002708683,0.00002190912,0.0001009413,0.0001445572,0.00008828695],"domain_scores_gemma":[0.9991929,0.00007985807,0.0001463836,0.00008640911,0.0002973415,0.0001971817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009185219,0.0002110892,0.9732037,0.00004540637,0.0002908476,0.0001724172,0.0004969914,0.0003469192,0.003596836,0.0001383477,0.00317719,0.01740184],"study_design_scores_gemma":[0.00002742278,0.00009579497,0.9956715,0.0000104031,0.00006859229,0.0001072102,0.0001326835,0.0002175642,0.0006883744,0.00006221863,0.002911126,0.000007090173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888626,0.0005574526,0.0005550489,0.0003606341,0.00001980205,0.00007582796,0.007843244,0.00002120895,0.001704322],"genre_scores_gemma":[0.9873179,0.0004351458,0.0017622,0.0001981276,0.0000193373,0.0001195767,0.005408574,0.00002273693,0.004716511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7589784,"threshold_uncertainty_score":0.4792373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677637242449005,"score_gpt":0.295808742991,"score_spread":0.2790323705665099,"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."}}