{"id":"W4401182891","doi":"10.1101/2024.07.30.605703","title":"Unraveling cysteine deficiency-associated rapid weight loss","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Folate and B Vitamins Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Cancer Institute; Cancer Research UK; National Institutes of Health; NYU Langone Medical Center; Natural Sciences and Engineering Research Council of Canada; Montana State University","keywords":"Incidence (geometry); Weight loss; Disease; Population; Medicine; Pediatrics; Internal medicine; Obesity; Environmental health","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":[0.0002028094,0.0006066166,0.0005054156,0.0005132061,0.0001531919,0.0003213799,0.0003037578,0.0005377544,0.001113264],"category_scores_gemma":[0.0001827644,0.0001322966,0.0003492663,0.0002560662,0.0003988295,0.0003421897,0.00044565,0.0007582989,0.0002249775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002475605,"about_ca_system_score_gemma":0.0002325917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004199405,"about_ca_topic_score_gemma":0.0005889575,"domain_scores_codex":[0.9998578,0.00001657,0.00001421561,0.00005013882,0.00003788775,0.00002345452],"domain_scores_gemma":[0.9998181,0.00001231672,0.00008465227,0.00001558236,0.00003055578,0.00003879505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009323163,0.0001049753,0.0108127,0.0004113,0.00008868211,0.001505732,0.00005554302,0.00009539095,0.9698386,0.0003327952,0.0005198377,0.01530213],"study_design_scores_gemma":[0.0001362944,0.004733734,0.3505204,0.0003359238,0.0006046921,0.0228151,0.0005067314,0.003333046,0.580101,0.002402017,0.0344366,0.00007440201],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596595,0.02609515,0.01026855,0.0009425848,0.0002312828,0.00008895888,0.0008982291,0.0003341066,0.001481757],"genre_scores_gemma":[0.9826891,0.01088656,0.003324767,0.0004818934,0.0001137019,0.000039782,0.0008138822,0.00004674817,0.001603445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001113264,"threshold_uncertainty_score":0.003724217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759848569934725,"score_gpt":0.2546295690279208,"score_spread":0.2370310833285735,"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."}}