{"id":"W4323346437","doi":"10.5281/zenodo.7706053","title":"2015 - 2016 Annual Report","year":2016,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Colorado Boulder; Victoria University; St. Thomas University; Vassar College; University of Denver; West Virginia University; University of North Texas; University of South Florida; University of Nebraska-Lincoln; University of Missouri; University of Rochester; University of Wyoming; University of St. Thomas; University of Cincinnati; University of Pittsburgh; Virginia Polytechnic Institute and State University; University of Oregon; University of South Carolina; Wellesley College; University of Minnesota; University of Ottawa; University of Oklahoma; University of Washington; University of Illinois at Urbana-Champaign; H. Lee Moffitt Cancer Center and Research Institute; Villanova University; University of Wisconsin-Madison; University of Pennsylvania; University of Toronto; Yale University; Vanderbilt University; University of Notre Dame; Williams College; University of Southern California","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":[0.001292935,0.0003094277,0.0003146702,0.0006443022,0.001824445,0.002796245,0.003105361,0.0002096797,0.007588612],"category_scores_gemma":[0.001462465,0.0002622488,0.0001345549,0.0009110693,0.00014552,0.001752875,0.004330112,0.0003416629,0.01448237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004184955,"about_ca_system_score_gemma":0.0001544527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001298084,"about_ca_topic_score_gemma":1.057388e-7,"domain_scores_codex":[0.9961593,0.0002141598,0.0005884368,0.000958995,0.001524125,0.0005550088],"domain_scores_gemma":[0.996207,0.00004636798,0.0004299005,0.001141456,0.001835423,0.0003398622],"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":[0.00000968393,0.00004270461,0.000002045027,0.00003510548,0.00005031274,0.0001719544,0.0001915456,6.867165e-7,0.00002067998,0.0008877224,0.864968,0.1336195],"study_design_scores_gemma":[0.0002325359,0.0001137958,0.0001726243,0.0001068467,0.000006874593,0.001559039,0.00002235602,0.00001616703,0.00007876023,0.0005225393,0.9967991,0.0003693322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000533746,0.0003363481,0.02189653,0.001777632,0.0009483893,0.0004003696,0.0003086455,0.002170513,0.9721082],"genre_scores_gemma":[0.007641513,0.001586542,0.001995768,0.000327728,0.001952851,2.478706e-7,0.003963459,0.00355599,0.9789759],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1332502,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04106444182900734,"score_gpt":0.2601152818254185,"score_spread":0.2190508399964111,"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."}}