{"id":"W3138387305","doi":"10.1029/2020wr029480","title":"Open Science: Open Data, Open Models, …and Open Publications?","year":2021,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Research Data Management Practices","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Open science; Open data; Publishing; Computer science; Open research; Open access publishing; Scientific publishing; Data science; Business; Political science; World Wide Web; Mathematics","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"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.04752787,0.000238239,0.0004270923,0.0008014115,0.00325854,0.4164451,0.258401,0.00007576931,0.0003925725],"category_scores_gemma":[0.002545446,0.0001786271,0.00001939752,0.004189183,0.001009957,0.3077745,0.7358742,0.0008703546,0.0003484057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902052,"about_ca_system_score_gemma":0.001654929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01610539,"about_ca_topic_score_gemma":0.001214316,"domain_scores_codex":[0.9888386,0.002150973,0.0005429855,0.003647366,0.003084961,0.001735095],"domain_scores_gemma":[0.9850627,0.0005272309,0.0001200992,0.01207527,0.001438587,0.0007760924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001825003,0.0009303794,0.0008686174,0.0001006555,0.0001685238,0.0002803529,0.004224991,0.00008604717,0.003033822,0.8042278,0.1232587,0.06263761],"study_design_scores_gemma":[0.0009915575,0.0001041076,0.000697128,0.00005485282,0.000004950445,0.00003318179,0.0008942065,0.02528746,0.002714119,0.02289369,0.9460164,0.0003083197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01289224,0.0005226139,0.01762683,0.1640723,0.0001527761,0.008974229,0.0001566216,0.0001035968,0.7954987],"genre_scores_gemma":[0.207538,0.00256808,0.1919679,0.002626454,0.0002258205,0.002593174,0.001294188,0.0001283982,0.5910581],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8227577,"threshold_uncertainty_score":0.9980391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5876839630912565,"score_gpt":0.5326815039159573,"score_spread":0.05500245917529922,"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."}}