{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002986546,0.0002440644,0.0002658298,0.0006012276,0.003527215,0.002256129,0.00474253,0.0001317265,0.05529774],"category_scores_gemma":[0.001113547,0.0002588153,0.0001326644,0.001696635,0.0001248799,0.003651158,0.007112677,0.0007676366,0.007417694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005635197,"about_ca_system_score_gemma":0.0001280208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004220533,"about_ca_topic_score_gemma":1.385688e-7,"domain_scores_codex":[0.9953912,0.0003341917,0.000646571,0.0008213259,0.002273568,0.0005331241],"domain_scores_gemma":[0.9962938,0.00002297714,0.0005360702,0.001541273,0.001366752,0.0002391198],"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":[0.000003758193,0.00004328374,0.000001023634,0.00003728753,0.00002113635,0.000168986,0.0008427718,0.00003912815,0.00002816276,0.002599327,0.8274524,0.1687628],"study_design_scores_gemma":[0.000123537,0.0001933118,0.0001685333,0.00001980849,0.000007029771,0.00226312,0.0002256091,0.0006911734,0.00003829713,0.0002277984,0.9957409,0.0003008963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001577611,0.0002300736,0.01890835,0.00164487,0.001833183,0.0005645428,0.0005982769,0.001219468,0.9748435],"genre_scores_gemma":[0.04847984,0.01267203,0.01791731,0.005514468,0.01070636,0.000002685788,0.1896956,0.01593555,0.6990761],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2757674,"threshold_uncertainty_score":0.9999864,"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."}}