{"id":"W4406285377","doi":"10.1504/ijgw.2025.143850","title":"Experimental study for recovery of heavy metals from contaminated soil using &lt;i&gt;arbuscular mycorrhizal&lt;/i&gt; fungi","year":2025,"lang":"en","type":"article","venue":"International Journal of Global Warming","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thornhill Medical (Canada); Ontario Tech University","funders":"","keywords":"Arbuscular mycorrhizal fungi; Environmental science; Heavy metals; Environmental chemistry; Contamination; Soil contamination; Agronomy; Chemistry; Biology; Soil science; Soil water; Horticulture; Ecology; Inoculation","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":[],"consensus_categories":[],"category_scores_codex":[0.0003614019,0.000182275,0.0003880445,0.00005566307,0.0001236343,0.00009551617,0.0005164631,0.00008512348,0.0005983569],"category_scores_gemma":[0.0003408257,0.00009547747,0.0003869263,0.0002324658,0.00001241104,0.0003327629,0.0001054587,0.0001102209,0.000009060303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002453529,"about_ca_system_score_gemma":0.00005664062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006062171,"about_ca_topic_score_gemma":0.0001610401,"domain_scores_codex":[0.9982376,0.0001116515,0.0007686747,0.0002181775,0.0004677167,0.0001962308],"domain_scores_gemma":[0.9975788,0.00113747,0.0005204372,0.00005492417,0.0006275816,0.00008080241],"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":[0.001423473,0.001043261,0.02367091,0.000005587642,0.001042013,0.00007092661,0.00009878356,0.0006308836,0.9627889,0.001106457,0.001814987,0.006303836],"study_design_scores_gemma":[0.006552388,0.008855326,0.1250375,0.004492984,0.002423695,0.001283254,0.01000739,0.01944624,0.6482461,0.01353555,0.1578025,0.002317048],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896308,0.003259578,0.0009740241,0.0001821304,0.00287408,0.0002544198,0.001993404,0.0000135662,0.0008179795],"genre_scores_gemma":[0.998366,0.0001628428,0.0006390706,0.0001432872,0.0004107762,0.000005706345,0.0001764977,0.000001697052,0.00009411819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3145428,"threshold_uncertainty_score":0.6551589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01623670485146278,"score_gpt":0.2781821333291178,"score_spread":0.2619454284776551,"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."}}