{"id":"W1523733132","doi":"10.1089/bio.2010.0036","title":"Biospecimen Reporting for Improved Study Quality","year":2011,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute; Lawrence Berkeley National Laboratory; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Quality (philosophy); Chemistry; Computer science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5414884,0.004456984,0.01079487,0.03150756,0.005736988,0.02238233,0.01051834,0.01509651,0.04337254],"category_scores_gemma":[0.7991002,0.005831078,0.00645216,0.03846375,0.008697005,0.01768727,0.01353572,0.02181919,0.03626799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00987327,"about_ca_system_score_gemma":0.05492906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002912688,"about_ca_topic_score_gemma":0.002122846,"domain_scores_codex":[0.299286,0.2843877,0.3276924,0.01271441,0.06920083,0.006718666],"domain_scores_gemma":[0.05952472,0.2672043,0.1500264,0.1885758,0.3292345,0.005434134],"domain_codex":"reporting","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":"reporting","study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001868075,0.0005574359,0.005563648,0.01753724,0.0006174279,0.001262192,0.00387388,0.00251123,0.006315356,0.0293336,0.7069742,0.2235856],"study_design_scores_gemma":[0.001591402,0.0004978001,0.01336015,0.01670238,0.0005381329,0.001149974,0.001634908,0.01110198,0.01229004,0.04078095,0.8996506,0.0007017268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007288361,0.003211567,0.5681596,0.1035034,0.05872753,0.1252596,0.06071963,0.01780222,0.05532821],"genre_scores_gemma":[0.0262052,0.003611378,0.7394064,0.02825174,0.01269675,0.1271564,0.0380903,0.005407373,0.01917442],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4585116,"threshold_uncertainty_score":0.5654265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2255740967947923,"score_gpt":0.3786845856041243,"score_spread":0.153110488809332,"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."}}