{"id":"W4390933914","doi":"10.5194/esd-2023-44","title":"First comprehensive assessment of industrial era land heat uptake from multiple sources","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"Natural Sciences and Engineering Research Council of Canada; Ministerio de Ciencia e Innovación; Canada Research Chairs; Deutsches Klimarechenzentrum; Alexander von Humboldt-Stiftung","keywords":"Environmental science; Earth system science; Greenhouse gas; Climatology; Atmosphere (unit); Borehole; Thermal; Climate model; Scale (ratio); Climate change; Atmospheric sciences; Meteorology; Geology; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004847451,0.0006854263,0.0004201186,0.0009153704,0.0002692321,0.000402948,0.0003432537,0.0004993437,0.001286099],"category_scores_gemma":[0.0003756122,0.0002482677,0.0008163712,0.001318122,0.0001608587,0.0008596301,0.0004817785,0.0002767541,0.0003218515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005251021,"about_ca_system_score_gemma":0.0003067436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00568284,"about_ca_topic_score_gemma":0.006879456,"domain_scores_codex":[0.9998896,0.00002103868,0.00000675674,0.0000312242,0.00003478332,0.00001653843],"domain_scores_gemma":[0.9997079,0.00008417242,0.00003722547,0.00006035472,0.00008018794,0.00003022836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000959513,0.0005967154,0.3778186,0.0006501697,0.001277787,0.0005072828,0.0001921731,0.4510981,0.07110526,0.001917887,0.005088554,0.08878792],"study_design_scores_gemma":[0.000068784,0.0002106616,0.6872828,0.00003232439,0.0002952144,0.0001057771,0.0001337007,0.2914426,0.0151565,0.000769705,0.0044358,0.0000661452],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840778,0.0006397536,0.00466291,0.00007680847,0.00001727111,0.00002713758,0.004832742,0.0002718396,0.005393682],"genre_scores_gemma":[0.9929219,0.0001530041,0.002540961,0.00001202064,0.00001563566,0.00002281697,0.003896383,0.00003574317,0.0004015709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00568284,"threshold_uncertainty_score":0.01129949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028718336873428,"score_gpt":0.2852128172519258,"score_spread":0.182340983564583,"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."}}