{"id":"W2531612666","doi":"10.1175/bams-d-16-0025.1","title":"Earth System Science Frontiers: An Early Career Perspective","year":2016,"lang":"en","type":"article","venue":"Bulletin of the American Meteorological Society","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Earth system science; Systems science; Vision; Earth observation; Computer science; Urbanization; Environmental resource management; Earth science; Ecology; Engineering; Environmental science; Sociology; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.006660686,0.0005094798,0.0003915292,0.00231532,0.00297849,0.006686556,0.000961097,0.004721893,0.01296542],"category_scores_gemma":[0.006502782,0.0001597055,0.0002921996,0.002185779,0.004621909,0.005657563,0.003929451,0.006683316,0.001679783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004288206,"about_ca_system_score_gemma":0.00606394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007166662,"about_ca_topic_score_gemma":0.00595969,"domain_scores_codex":[0.9982862,0.0006539952,0.00004799522,0.0001241851,0.0003519635,0.0005356519],"domain_scores_gemma":[0.9908703,0.003232921,0.0003634388,0.0001935965,0.001776571,0.003563115],"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":[0.0000336383,0.00008541374,0.001593237,0.000454349,0.000007265681,0.0002703327,0.001900361,0.0005726858,0.0002257762,0.6874961,0.2329247,0.07443616],"study_design_scores_gemma":[0.000006136672,0.0000444062,0.001938728,0.0006674096,0.000003524482,0.0001456805,0.002284662,0.0003240599,0.00007844669,0.1363263,0.8581687,0.00001207527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005178694,0.09118126,0.002672695,0.7968213,0.01016979,0.00001633759,0.0002509535,0.00004518716,0.09366372],"genre_scores_gemma":[0.4664827,0.2839931,0.004768182,0.1357815,0.03979835,0.00008580623,0.0006059546,0.0001052407,0.06837924],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01296542,"threshold_uncertainty_score":0.04337364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007137339291915691,"score_gpt":0.1992736601491195,"score_spread":0.1921363208572039,"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."}}