{"id":"W4396641318","doi":"10.1016/j.plaphy.2024.108652","title":"Deciphering the mechanistic role of Bacillus paramycoides (PM51) and Bacillus tequilensis (PM52) in bio-sorption and phyto-assimilation of Cadmium via Linum usitatissimum L. Seedlings","year":2024,"lang":"en","type":"article","venue":"Plant Physiology and Biochemistry","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Quaid-i-Azam University","keywords":"Sorption; Linum; Bacillus (shape); Biosorption; Bacillus pumilus; Nuclear chemistry; Bioremediation; Langmuir; Botany; Biology; Bacillus megaterium; Chemistry; Langmuir adsorption model; Freundlich equation; Fourier transform infrared spectroscopy; Adsorption; Bacteria; Microbiology; Organic chemistry; Chemical engineering","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":[0.0002345433,0.0001370866,0.0001939491,0.00001985792,0.00004971733,0.000007719193,0.00006664305,0.000131014,0.00006260326],"category_scores_gemma":[0.00004009168,0.0001024769,0.00001939834,0.00008209625,0.0003975078,0.0000584616,0.0001527493,0.0001269141,0.000002658169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003274482,"about_ca_system_score_gemma":0.000007124468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007538375,"about_ca_topic_score_gemma":0.00001258914,"domain_scores_codex":[0.99914,0.00004227919,0.0002377205,0.0003154923,0.0001067893,0.0001577348],"domain_scores_gemma":[0.9995475,0.0001988311,0.00007879871,0.0001263105,0.000003082481,0.00004541831],"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":[0.0000349591,0.00002315317,0.003498364,0.0001402094,0.00001678651,0.000002398795,0.0003433287,0.000235851,0.991874,0.0000150009,0.00000835144,0.003807574],"study_design_scores_gemma":[0.000175202,0.00008669738,0.08617354,0.0001174313,0.00004390648,0.00004870714,0.0002497405,0.01972225,0.8909272,0.00212455,0.0001606895,0.0001701086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985995,0.000920984,0.0001120036,0.00007261927,0.00004510581,0.0001019611,0.0000651392,0.00000939894,0.00007328576],"genre_scores_gemma":[0.9989956,0.0005182998,0.0003809568,0.00002108317,0.00002262351,0.000009346715,0.00002402498,0.000007096846,0.00002094014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1009468,"threshold_uncertainty_score":0.4178886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005658654285088451,"score_gpt":0.2004439604271227,"score_spread":0.1947853061420343,"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."}}