{"id":"W4407925033","doi":"10.18280/ijdne.200115","title":"Pilot Study: Impact of Biochar Derived from Activated Sludge with Pseudomonas putida on Cherry Tomato Cultivation","year":2025,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Agricultural Development and Management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mustansiriyah University","keywords":"Biochar; Pseudomonas putida; Activated sludge; Waste management; Environmental science; Pseudomonas; Horticulture; Pulp and paper industry; Biology; Environmental engineering; Engineering; Sewage treatment; Bacteria; Pyrolysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001564543,0.0001412572,0.0001902669,0.00006459156,0.00005396834,0.00006005497,0.0002661,0.0000588661,0.00003217953],"category_scores_gemma":[0.00003914479,0.00004871319,0.00006130462,0.000220126,0.00002109702,0.0001901207,0.00005147562,0.0002207255,0.0000011326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019724,"about_ca_system_score_gemma":0.00002390025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001407964,"about_ca_topic_score_gemma":0.0001245979,"domain_scores_codex":[0.9991223,0.00005217866,0.0002832916,0.0001420928,0.0003023615,0.00009783395],"domain_scores_gemma":[0.9991079,0.0001685171,0.0003112358,0.00002684966,0.0003441811,0.00004133302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002378521,0.0008257529,0.02542561,0.000003822222,0.001241554,0.00003411499,0.000182014,0.0004034778,0.9541979,0.0003043691,0.0007684706,0.01423437],"study_design_scores_gemma":[0.0008186998,0.002379437,0.9834213,0.0001484,0.0000471566,0.000007906299,0.0003997583,0.0001670657,0.01191761,0.0004924231,0.00007049704,0.0001297644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998359,0.00008879171,0.0002578414,0.0006931775,0.0002225192,0.0002043489,0.00001798399,0.00001062988,0.0001457214],"genre_scores_gemma":[0.9991174,0.0000907084,0.0004487368,0.0001294374,0.00008609108,0.000002667156,0.00003584538,0.000001007286,0.00008810718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9579957,"threshold_uncertainty_score":0.1986466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155044441552369,"score_gpt":0.2507346465615454,"score_spread":0.2352302024063085,"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."}}