{"id":"W4284971231","doi":"10.1080/15226514.2022.2090500","title":"New strategies on the application of artificial intelligence in the field of phytoremediation","year":2022,"lang":"en","type":"review","venue":"International Journal of Phytoremediation","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Phytoremediation; Environmental science; Food security; Biomass (ecology); Biochemical engineering; Agricultural engineering; Computer science; Soil water; Engineering; Agriculture; Agronomy; Biology; Ecology; Soil science","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":[0.001262274,0.001058414,0.001094709,0.002749512,0.0003700277,0.001907735,0.001114108,0.001803663,0.002797323],"category_scores_gemma":[0.001186749,0.0003006702,0.0009054806,0.002581307,0.001452193,0.002756131,0.001072927,0.00279805,0.001350828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023896,"about_ca_system_score_gemma":0.001473495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009255295,"about_ca_topic_score_gemma":0.0008457663,"domain_scores_codex":[0.9994135,0.0001403096,0.00005932949,0.0001202036,0.0002220268,0.00004456025],"domain_scores_gemma":[0.9991347,0.0004945214,0.00006025733,0.00004312546,0.0002203447,0.00004700397],"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":[0.0000543512,0.0001356079,0.0004015386,0.0161011,0.0001656898,0.0003215667,0.0003244962,0.00193105,0.005713949,0.06837486,0.01522359,0.8912523],"study_design_scores_gemma":[0.0000194739,0.0002664968,0.001365315,0.003689149,0.0001350498,0.001091546,0.0002572203,0.001606945,0.003211294,0.03629494,0.9519942,0.00006838279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009025843,0.9729635,0.01132618,0.002187489,0.0007505414,0.00003420249,0.00002719464,0.00005905025,0.01174929],"genre_scores_gemma":[0.007889803,0.980754,0.00672242,0.0009468882,0.0006503083,0.00004959603,0.00004539397,0.00001149917,0.002930098],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002797323,"threshold_uncertainty_score":0.009358048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03288796312738367,"score_gpt":0.3359587130833788,"score_spread":0.3030707499559951,"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."}}