{"id":"W6950638010","doi":"10.5281/zenodo.8133223","title":"Rapid photocatalytic determination of soil organic carbon content: development and validation of protocols","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Soil carbon; Climate change; Carbon fibers; Total organic carbon; Climate change mitigation; Global warming; Soil water","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":[0.006411738,0.00223823,0.001090082,0.002578813,0.001345993,0.0008806478,0.001859508,0.001802347,0.002255592],"category_scores_gemma":[0.005947758,0.001129447,0.001087832,0.002081689,0.001360675,0.001140835,0.00154487,0.00247795,0.002643741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009961397,"about_ca_system_score_gemma":0.002765587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002034505,"about_ca_topic_score_gemma":0.004124748,"domain_scores_codex":[0.993459,0.001481161,0.000996215,0.001122642,0.002383806,0.0005572451],"domain_scores_gemma":[0.9946809,0.000896377,0.0005936693,0.001191461,0.002401354,0.0002361289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001561404,0.0002465525,0.000801808,0.0005082327,0.00003938322,0.0001615931,0.0001511691,0.0009384265,0.9783578,0.001081136,0.0007108739,0.01684689],"study_design_scores_gemma":[0.0000631993,0.0006702756,0.002140873,0.0000828579,0.00006361332,0.0002314633,0.0001005175,0.003671273,0.9764724,0.0006718089,0.01573561,0.00009616507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1039803,0.001477228,0.8646127,0.0002287427,0.0002443129,0.02011944,0.003517152,0.001752612,0.004067474],"genre_scores_gemma":[0.1290026,0.003836661,0.8018343,0.0002763663,0.0001069528,0.05112363,0.007655757,0.000473845,0.00568981],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006411738,"threshold_uncertainty_score":0.0339089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07044391992752534,"score_gpt":0.2469243905088389,"score_spread":0.1764804705813136,"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."}}