{"id":"W4206695033","doi":"10.1002/essoar.10510013.1","title":"Atmospheric Sciences Perspectives on Integrated, Coordinated, Open, Networked (ICON) Science","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Climate variability and models","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"World Wide Web; Email authentication; Electronic mail; Computer science; Key (lock); Operating system","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":[0.02789389,0.0008105534,0.0009060213,0.001630426,0.0042644,0.01589854,0.002706498,0.0071811,0.007463914],"category_scores_gemma":[0.02247157,0.0004380159,0.001293602,0.002861598,0.01806953,0.02101219,0.01339058,0.01014035,0.0009451705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007531125,"about_ca_system_score_gemma":0.01190619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008927763,"about_ca_topic_score_gemma":0.006014427,"domain_scores_codex":[0.9784176,0.01088845,0.000631499,0.002849232,0.005547038,0.001666309],"domain_scores_gemma":[0.9777398,0.01178066,0.001073379,0.005391607,0.002596971,0.001417611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009114219,0.00001285684,0.0001579735,0.00008601633,0.00001189874,0.00002586968,0.0005564431,0.001220034,0.00008291136,0.9807929,0.008064535,0.008979522],"study_design_scores_gemma":[0.000008157461,0.00001727819,0.000299803,0.000202352,0.000009880633,0.00003391382,0.0005370504,0.001850815,0.0001987781,0.7862343,0.210586,0.00002167435],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01073864,0.03596103,0.2449894,0.3368079,0.01399678,0.0001166985,0.0005133185,0.0007114451,0.3561649],"genre_scores_gemma":[0.6368752,0.04969446,0.2110249,0.04889054,0.01675867,0.0006254595,0.0007695668,0.0008710808,0.03449009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9972935,"threshold_uncertainty_score":0.1475188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03738889526682455,"score_gpt":0.3015371322908675,"score_spread":0.2641482370240429,"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."}}