{"id":"W4399727659","doi":"10.3390/cleantechnol6020040","title":"On-Site Determination of Soil Organic Carbon Content: A Photocatalytic Approach","year":2024,"lang":"en","type":"article","venue":"Clean Technologies","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Mitacs","keywords":"Total organic carbon; Environmental chemistry; Soil carbon; Environmental science; Content (measure theory); Photocatalysis; Carbon fibers; Soil science; Chemistry; Soil water; Materials science; Organic chemistry; Mathematics; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002030336,0.0004238096,0.0003095808,0.001131483,0.0002597953,0.0005921493,0.000519593,0.0003697211,0.0009825582],"category_scores_gemma":[0.0002307528,0.0001723759,0.0001880289,0.0009409532,0.0001972536,0.0003428753,0.0003417147,0.0002900563,0.0002619235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003933687,"about_ca_system_score_gemma":0.0003856011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005538633,"about_ca_topic_score_gemma":0.02313378,"domain_scores_codex":[0.9997405,0.00002769319,0.00000823833,0.00008236213,0.0001181133,0.00002305329],"domain_scores_gemma":[0.9998477,0.00002747691,0.00002999202,0.0000182924,0.00006277044,0.00001373908],"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":[0.0001563403,0.0001626047,0.03130038,0.0001692232,0.00006301865,0.00008417151,0.00008158726,0.0008866162,0.9033189,0.0002392175,0.0001460735,0.06339185],"study_design_scores_gemma":[0.00002880886,0.0007347055,0.1196552,0.00002118865,0.0001411648,0.0005404592,0.000406017,0.02845655,0.842842,0.000565261,0.006545737,0.0000628646],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8925855,0.0008782155,0.09364539,0.00006645833,0.00004147797,0.0002534377,0.00180678,0.0004766171,0.01024619],"genre_scores_gemma":[0.8946514,0.0008140692,0.09998211,0.00005256094,0.00001489339,0.0001232081,0.0007365603,0.00003900198,0.003586211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005538633,"threshold_uncertainty_score":0.01101279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783524840720354,"score_gpt":0.2366233354797807,"score_spread":0.2087880870725772,"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."}}