{"id":"W4323346406","doi":"10.5281/zenodo.7706067","title":"2020 - 2021 Annual Report","year":2021,"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 Oregon; University of South Carolina; Wayne State University; Wellesley College; University of Minnesota; University of Ottawa; 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 North Carolina at Greensboro; University of Pennsylvania; University of Notre Dame; University of Massachusetts Amherst; Williams College; University of Southern California; University of California, San Diego; University of Toronto; Yale University","keywords":"Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001727177,0.0002535074,0.0003010318,0.0003252973,0.00191639,0.003412521,0.003481867,0.0001998986,0.01448324],"category_scores_gemma":[0.001444173,0.0002606389,0.0001406741,0.001576136,0.0001310923,0.003714857,0.004484694,0.0005677314,0.009196755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000286208,"about_ca_system_score_gemma":0.0001422924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002468521,"about_ca_topic_score_gemma":1.570196e-7,"domain_scores_codex":[0.9959679,0.0002648691,0.0006630874,0.0008544761,0.001735086,0.0005145636],"domain_scores_gemma":[0.9952868,0.00002133349,0.0004647845,0.001520005,0.002428452,0.0002786753],"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":[0.000002252481,0.00003927049,0.000001218741,0.00005706988,0.00002586006,0.000353551,0.0006388912,0.00001454561,0.00004514655,0.00135631,0.8556549,0.141811],"study_design_scores_gemma":[0.0001188683,0.0001044073,0.0002350326,0.00007047279,0.000008077415,0.003244507,0.0001626757,0.0006066356,0.0001292071,0.0001277843,0.9948925,0.0002998482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001971929,0.0003719286,0.03373199,0.002347903,0.00160411,0.0004411336,0.0003428501,0.001066318,0.9598966],"genre_scores_gemma":[0.08591007,0.02311756,0.05099159,0.006670245,0.02041126,0.0000012141,0.2071014,0.01685079,0.5889459],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3709507,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03617970016616127,"score_gpt":0.255273203717034,"score_spread":0.2190935035508728,"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."}}