{"id":"W3196229039","doi":"10.1002/essoar.10507834.1","title":"Mechanisms and impacts of climate tipping elements","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Royal Society","keywords":"Tipping point (physics); Climate change; Radiative forcing; Greenhouse gas; Environmental science; Forcing (mathematics); Global warming; Climate commitment; Climatology; Natural resource economics; Environmental resource management; Effects of global warming; Ecology; Economics; Geology; Engineering","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":[0.001271962,0.0007441718,0.0005323254,0.001134087,0.0008314339,0.002498055,0.001334275,0.00202368,0.004937618],"category_scores_gemma":[0.003129025,0.0003567532,0.001060612,0.000632208,0.002706274,0.003781209,0.002648801,0.001549984,0.0004775374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266473,"about_ca_system_score_gemma":0.0007142451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002257876,"about_ca_topic_score_gemma":0.001038589,"domain_scores_codex":[0.9995534,0.00008197078,0.00002518801,0.000137408,0.00009379766,0.0001082439],"domain_scores_gemma":[0.9987158,0.0005402984,0.0002773427,0.0001740537,0.0001502006,0.0001423159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002608277,0.000114556,0.09202065,0.003111499,0.0007726351,0.002338164,0.00159797,0.199606,0.02162957,0.5526013,0.01031891,0.1156278],"study_design_scores_gemma":[0.00004163413,0.0001704849,0.05146825,0.0004567459,0.0002939088,0.0009732429,0.00209957,0.1100503,0.008267454,0.7716396,0.0543008,0.000238036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6608351,0.03767927,0.1548884,0.01734277,0.001526752,0.0003070654,0.002626702,0.001860146,0.1229337],"genre_scores_gemma":[0.9870591,0.007655661,0.003359293,0.0003913175,0.0001368012,0.00004837122,0.0002513735,0.00005733945,0.001040668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004937618,"threshold_uncertainty_score":0.016518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180363125320681,"score_gpt":0.261411031164853,"score_spread":0.2396073999116462,"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."}}