{"id":"W4323346436","doi":"10.5281/zenodo.7706074","title":"2021 - 2022 Annual Report","year":2022,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Library Science and Information","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of North Carolina at Chapel Hill; University of California, Los Angeles; University of California, Irvine; University of Denver; Vassar College; University of Texas at Arlington; West Virginia University; University of North Texas; University of Oxford; University of South Florida; University of Nebraska-Lincoln; University of Miami; University of Rochester; University of Louisville; University of Wyoming; University of Cincinnati; University of Pittsburgh; University of Oklahoma; University of Washington; University of Illinois at Urbana-Champaign; Villanova University; Wake Forest University; Virginia Commonwealth University; University of Wisconsin-Madison; University of Pennsylvania; University of California, San Diego; University of Toronto; Yale University; Vanderbilt University; University of Notre Dame; University of Massachusetts Amherst; Williams College; University of Southern California; University of Oregon; University of South Carolina; University of Minnesota; Wellesley College; Wayne State University","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002132267,0.001298331,0.0006813824,0.002549966,0.001043499,0.003057548,0.00142585,0.001879891,0.242953],"category_scores_gemma":[0.002950546,0.0004508211,0.0006545531,0.002464239,0.000226122,0.001416776,0.001209428,0.001350624,0.2917865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00322994,"about_ca_system_score_gemma":0.01388891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07994568,"about_ca_topic_score_gemma":0.08449148,"domain_scores_codex":[0.9980856,0.0001163177,0.00007565472,0.0001352657,0.001292231,0.0002948696],"domain_scores_gemma":[0.9959204,0.000203537,0.0001342297,0.0001884748,0.002920358,0.00063288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001451678,0.00006294708,0.0005112612,0.0001176919,0.000006409497,0.00001981156,0.00001343007,0.0001578048,0.0003502978,0.0007686139,0.9789246,0.01892191],"study_design_scores_gemma":[0.00002394529,0.00003546077,0.004148328,0.00004532372,0.000008745582,0.00001645133,0.00003043459,0.0001126637,0.0005971111,0.0001996599,0.9947736,0.000008265247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003309357,0.003077121,0.002225846,0.004952352,0.009244292,0.001550068,0.3924769,0.001986805,0.5811772],"genre_scores_gemma":[0.003203531,0.001358866,0.001141121,0.0006775806,0.0004640756,0.0006530815,0.1106962,0.0005333972,0.8812722],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.242953,"threshold_uncertainty_score":0.8127588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03772612139555936,"score_gpt":0.2543152904975792,"score_spread":0.2165891691020198,"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."}}