{"id":"W2759440408","doi":"","title":"Soil Respiration - A Geochemist's Perspective","year":2015,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Perspective (graphical); Respiration; Environmental science; Computer science; Biology; Artificial intelligence","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":[0.004961725,0.00146633,0.001916455,0.002870743,0.001295525,0.007101372,0.002443742,0.008847439,0.004835863],"category_scores_gemma":[0.003563144,0.0004176425,0.000871034,0.001990992,0.009861372,0.009186291,0.00323412,0.007606189,0.001087665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004166707,"about_ca_system_score_gemma":0.0035251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009510072,"about_ca_topic_score_gemma":0.01142873,"domain_scores_codex":[0.9989058,0.000468671,0.00006625928,0.0002330384,0.000209076,0.0001171581],"domain_scores_gemma":[0.9964297,0.001989736,0.0002669011,0.0001231685,0.0006946086,0.000495781],"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":[0.0002715222,0.0004413582,0.006204146,0.001479808,0.0002207278,0.001352785,0.001518328,0.006518324,0.00332858,0.773057,0.07269859,0.1329089],"study_design_scores_gemma":[0.00003951156,0.0003258915,0.006164446,0.001164333,0.00009213764,0.0005571787,0.002833931,0.002753352,0.001486516,0.4785764,0.5059075,0.00009872961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007491697,0.2433386,0.01025936,0.6918665,0.009450611,0.00001676075,0.0002977271,0.00008487293,0.03719394],"genre_scores_gemma":[0.2852684,0.4563149,0.006211927,0.1601218,0.06868492,0.00005170941,0.0001504717,0.0001219123,0.02307402],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009510072,"threshold_uncertainty_score":0.03023171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03174683097339828,"score_gpt":0.2542600921796119,"score_spread":0.2225132612062136,"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."}}