{"id":"W2171324524","doi":"10.1186/jbiol104","title":"'Validation' in genome-scale research","year":2008,"lang":"en","type":"article","venue":"Journal of Biology","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computational biology; Genome; Scale (ratio); Biology; Genetics; Geography; Gene","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":[0.5996808,0.002773758,0.005383128,0.008998564,0.007094097,0.01717323,0.009073853,0.01202113,0.00386015],"category_scores_gemma":[0.7096726,0.001981014,0.00416946,0.01353664,0.0201696,0.0160278,0.01457928,0.01028506,0.001233386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007245358,"about_ca_system_score_gemma":0.01560025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001878933,"about_ca_topic_score_gemma":0.002627103,"domain_scores_codex":[0.374523,0.4981144,0.04182464,0.02579709,0.0565787,0.003162065],"domain_scores_gemma":[0.0873734,0.6783503,0.03263574,0.1504297,0.04840452,0.002806356],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005558613,0.001007846,0.03830063,0.07815273,0.01662586,0.002852343,0.02501043,0.006317564,0.02721794,0.2793137,0.05963378,0.4600086],"study_design_scores_gemma":[0.002402431,0.002791406,0.07447172,0.04069302,0.006560532,0.002234514,0.009646872,0.007433812,0.05267008,0.3580538,0.4420803,0.0009615858],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1197204,0.2126587,0.4000697,0.1151148,0.07248206,0.008258204,0.003526971,0.002264314,0.06590485],"genre_scores_gemma":[0.5793153,0.02532887,0.3141243,0.05144859,0.009120082,0.01018572,0.003338025,0.001232044,0.005907085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4003192,"threshold_uncertainty_score":0.4936649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0364068712623911,"score_gpt":0.3183198413687784,"score_spread":0.2819129701063873,"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."}}