{"id":"W2784788128","doi":"10.3334/ornldaac/1367","title":"ABoVE: Study Domain and Standard Reference Grids","year":2017,"lang":"en","type":"article","venue":"Oak Ridge National Laboratory Distributed Active Archive Center for Biogeochemical Dynamics","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domain (mathematical analysis); Computer science; Mathematics; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003155528,0.0004956578,0.0004795063,0.003330139,0.0009382832,0.002511443,0.001520379,0.0005900051,0.06392496],"category_scores_gemma":[0.008161975,0.0005014232,0.0004463615,0.007538716,0.0004504575,0.00163029,0.001437601,0.0009237733,0.02813269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001983624,"about_ca_system_score_gemma":0.005103611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05830159,"about_ca_topic_score_gemma":0.060177,"domain_scores_codex":[0.9980977,0.0004844277,0.0003464655,0.0003204762,0.0005441765,0.0002066472],"domain_scores_gemma":[0.99448,0.0007473021,0.0003148922,0.001081703,0.002947936,0.0004282384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005352631,0.0002367136,0.01221671,0.0006430193,0.00003115195,0.0002105555,0.001042909,0.003253808,0.001730837,0.03352563,0.8566792,0.08989418],"study_design_scores_gemma":[0.0001139575,0.00002605413,0.01523285,0.0001268154,0.00001263006,0.00007437346,0.0007374385,0.001351143,0.0008376935,0.004963655,0.9764924,0.00003089117],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.01621961,0.0003013162,0.05859478,0.001181518,0.0005116942,0.005563058,0.7423713,0.0066207,0.168636],"genre_scores_gemma":[0.04877981,0.0005634437,0.1497333,0.000676026,0.0001097224,0.0126657,0.7455244,0.002355997,0.03959152],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06392496,"threshold_uncertainty_score":0.2138503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581066948345178,"score_gpt":0.288877509250788,"score_spread":0.2730668397673363,"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."}}