{"id":"W2992049291","doi":"","title":"Induced Polarisation (IP) laboratory measurements on E. coli sand mixtures","year":2019,"lang":"en","type":"article","venue":"Lund University Publications (Lund University)","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laboratory flask; Nutrient; Bacteria; Environmental remediation; Phase (matter); Electrical resistivity and conductivity; Chemistry; Contamination; Analytical Chemistry (journal); Environmental chemistry; Mineralogy; Environmental science; Soil science; Geology; Ecology; Physics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001910655,0.0001704011,0.0001857808,0.0006288611,0.0005451825,0.00007947271,0.0005070453,0.0001627918,0.001329373],"category_scores_gemma":[0.00006631779,0.0001840351,0.00009092643,0.002327563,0.00006755975,0.0007221683,0.00003530705,0.0002888087,0.0006694549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000080653,"about_ca_system_score_gemma":0.000189738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027736,"about_ca_topic_score_gemma":0.0003124784,"domain_scores_codex":[0.9984753,0.0003016954,0.0001014725,0.0004345615,0.0003536411,0.0003333926],"domain_scores_gemma":[0.9987932,0.0002140931,0.0001145351,0.0003637939,0.0002487123,0.0002656916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001050261,0.001131338,0.2868224,0.0000893754,0.0005815735,0.00004273363,0.00082404,0.001911311,0.007491918,0.6299464,0.01220597,0.05790264],"study_design_scores_gemma":[0.0006161193,0.0001888509,0.28205,0.000007260656,0.0000444619,4.723115e-7,0.0002059027,0.0003504164,0.0003039922,0.0002513585,0.7157637,0.000217482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3834315,0.00001359306,0.0001971251,0.0009150298,0.000174761,0.0002517336,0.000117602,0.000102705,0.614796],"genre_scores_gemma":[0.6749002,0.00002839174,0.001334777,0.0005644857,0.0001165385,1.049453e-7,0.0003182371,0.000009138716,0.3227282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7035577,"threshold_uncertainty_score":0.9995835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02711273663515824,"score_gpt":0.2058577312815605,"score_spread":0.1787449946464022,"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."}}