{"id":"W6939776107","doi":"10.6084/m9.figshare.29149691","title":"Analytical limitations for metal analysis in biofilm","year":2025,"lang":"en","type":"dataset","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metalloid; Metal; Biofilm; Detection limit; Limit (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008423605,0.002040444,0.002136854,0.0049738,0.001085598,0.002568706,0.002934503,0.00221468,0.03765448],"category_scores_gemma":[0.03660655,0.0008751,0.002381353,0.01136955,0.0005518339,0.001509852,0.002374346,0.001397147,0.02351751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002533019,"about_ca_system_score_gemma":0.004840172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04170981,"about_ca_topic_score_gemma":0.056593,"domain_scores_codex":[0.9914724,0.001813652,0.002183425,0.001811268,0.002256393,0.0004629348],"domain_scores_gemma":[0.966,0.0182675,0.004017945,0.004136405,0.007046314,0.0005318982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003482824,0.00004076673,0.007545023,0.01521484,0.0006087953,0.00005384458,0.00009466471,0.001234884,0.0006876231,0.001150517,0.9594553,0.01356532],"study_design_scores_gemma":[0.0003180534,0.0000277448,0.01856486,0.003001197,0.0004319029,0.0000855293,0.0001042152,0.0005183589,0.00104285,0.002096709,0.973749,0.00005943513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002799192,0.0003049703,0.0001646684,0.00006363585,0.00001912125,0.00001583497,0.9984029,0.0001496615,0.000599177],"genre_scores_gemma":[0.001454701,0.0003463426,0.0007351459,0.000149509,0.000006367924,0.000196617,0.9964637,0.0001073031,0.0005403151],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04170981,"threshold_uncertainty_score":0.1259668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06375569903543628,"score_gpt":0.2818666844801863,"score_spread":0.21811098544475,"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."}}