{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.1306587,0.0006318447,0.002250625,0.004725343,0.007605808,0.05265456,0.006373803,0.02253356,0.009491011],"category_scores_gemma":[0.298304,0.0007219046,0.002002911,0.00716366,0.07013661,0.07541365,0.0165165,0.03314945,0.002194447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01322705,"about_ca_system_score_gemma":0.03234651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007481056,"about_ca_topic_score_gemma":0.007725084,"domain_scores_codex":[0.8386595,0.08921868,0.01033399,0.01014898,0.045327,0.006311755],"domain_scores_gemma":[0.5144281,0.39702,0.01385266,0.02755155,0.03641494,0.01073284],"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":[0.00003258205,0.0000155832,0.0001384024,0.0004040864,0.00002121384,0.0001075263,0.002330746,0.0002232137,0.00003057685,0.8593223,0.1167709,0.02060281],"study_design_scores_gemma":[0.00001767859,0.00001541724,0.0001404489,0.001927109,0.00001066212,0.0001003828,0.002698331,0.0004212509,0.00006846677,0.6146226,0.3799345,0.00004313625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004632093,0.014094,0.003622146,0.9600041,0.01147467,0.00001245472,0.00004288533,0.00004658339,0.01023995],"genre_scores_gemma":[0.137786,0.08007111,0.01437289,0.6190959,0.1286648,0.0003059718,0.0002525712,0.0005559058,0.01889489],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9936262,"threshold_uncertainty_score":0.6909977,"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."}}