{"id":"W6929374919","doi":"10.48440/os.helmholtz.046","title":"Open Science Factsheet No. 9 based on the 64th online seminar: OpenAlex","year":2022,"lang":"en","type":"article","venue":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"OpenAlex","funders":"","keywords":"Set (abstract data type); The Internet; Open source; Open science; Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch","open_science"],"category_scores_codex":[0.1147419,0.0003336578,0.0004051012,0.002235522,0.00971966,0.01581378,0.0514958,0.00008159494,0.008101256],"category_scores_gemma":[0.1115787,0.0002170016,0.0001480321,0.01536538,0.002344696,0.01030428,0.01727172,0.00173135,0.000700568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007100955,"about_ca_system_score_gemma":0.005178194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496478,"about_ca_topic_score_gemma":0.0002715239,"domain_scores_codex":[0.9766087,0.002213141,0.001232036,0.002909421,0.01489239,0.002144346],"domain_scores_gemma":[0.9750748,0.01136006,0.0008526893,0.005042995,0.006538744,0.001130672],"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":[0.0001406258,0.0005309989,0.001943787,0.000007200197,0.000004566384,0.000003171155,0.0003500444,0.0002077776,0.0002770148,0.01740488,0.9657007,0.01342923],"study_design_scores_gemma":[0.0005708193,0.0001553581,0.003453968,0.00002296503,0.000004321158,0.000005833647,0.002620596,0.1395473,0.000391599,0.003018013,0.849916,0.0002932176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1576111,0.0001516669,0.004640575,0.6902575,0.003858644,0.01469962,0.05287232,0.000350982,0.07555752],"genre_scores_gemma":[0.8864539,0.0000366122,0.004854756,0.02200828,0.0007229187,0.002394887,0.007514055,0.00007972235,0.0759349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7288427,"threshold_uncertainty_score":0.9928055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1807849348260496,"score_gpt":0.4756778879205747,"score_spread":0.2948929530945251,"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."}}