{"id":"W1560026785","doi":"10.2134/agronmonogr47.c12","title":"Measurement of Soil Respiration in situ: Chamber Techniques","year":2005,"lang":"en","type":"book-chapter","venue":"Agronomy monograph/Agronomy","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Environmental science; Soil respiration; Soil science; Flux (metallurgy); Water content; In situ; Respiration; Moisture; Atmospheric sciences; Soil water; Materials science; Meteorology; Physics; Geology; Geotechnical engineering; Botany","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004558327,0.0007930006,0.000842288,0.001087204,0.00005768089,0.00005787626,0.0002752408,0.0007737819,0.0002532976],"category_scores_gemma":[0.000005068809,0.0008518944,0.0004099142,0.000182376,0.0001420921,0.0003940438,0.00006441338,0.0007401431,0.00006868003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003883714,"about_ca_system_score_gemma":0.0001039165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001347423,"about_ca_topic_score_gemma":0.0009679678,"domain_scores_codex":[0.9973443,0.00003067137,0.001089075,0.0005837812,0.0004381902,0.0005140316],"domain_scores_gemma":[0.9986629,0.00002968587,0.000267348,0.0007015593,0.000192407,0.0001461341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003019886,0.0003575017,0.003295537,0.001311793,0.002844808,0.00008716971,0.002042285,0.01994524,0.002765101,0.03013261,0.06302781,0.8738882],"study_design_scores_gemma":[0.001632287,0.0002157275,0.003410849,0.002954297,0.0003519493,0.0000150563,0.00007614772,0.0006159533,0.02824304,0.005006148,0.954323,0.003155577],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01180696,0.01397059,0.0009589337,0.00008725201,0.0002584182,0.001178432,0.00001868628,0.0006735888,0.9710472],"genre_scores_gemma":[0.9648387,0.002844381,0.006017595,0.0001024963,0.0008238741,0.0005547054,0.0002175657,0.0004248786,0.02417576],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9530318,"threshold_uncertainty_score":0.9993932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01822753393403494,"score_gpt":0.2026662894097585,"score_spread":0.1844387554757235,"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."}}