{"id":"W7000464785","doi":"","title":"Field application of a model of proton and metal mixture bioavailability and effects","year":2023,"lang":"en","type":"other","venue":"NERC Open Research Archive (Natural Environment Research Council)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Limiting; Table (database); Noise (video); Filter (signal processing)","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02629373,0.0006411132,0.001265315,0.001220036,0.000338827,0.0001818562,0.002259876,0.0005577189,0.0002850617],"category_scores_gemma":[0.007159163,0.0005273308,0.0001544633,0.0009507211,0.004960111,0.0003264187,0.007507499,0.003842661,0.0003544057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605577,"about_ca_system_score_gemma":0.001486192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01601114,"about_ca_topic_score_gemma":0.00573834,"domain_scores_codex":[0.9806187,0.003310898,0.0007263198,0.002383559,0.0113531,0.001607437],"domain_scores_gemma":[0.9913777,0.004439735,0.0003532527,0.002422052,0.0008219666,0.0005852628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005021962,0.001329872,0.001491277,0.008651902,0.0009177842,0.0000510364,0.001380203,0.00005888741,0.509886,0.004001971,0.4244619,0.04274718],"study_design_scores_gemma":[0.009251465,0.009196469,0.004830415,0.004416951,0.0002725057,0.00002565129,0.0007490845,0.08580822,0.06678251,0.04626802,0.7696031,0.002795654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05095914,0.02799662,0.001375766,0.003247121,0.0002161144,0.1592792,0.01112448,0.0007845905,0.7450169],"genre_scores_gemma":[0.4036207,0.03808546,0.02014863,0.00008579731,0.0005702177,0.02761243,0.0007520529,0.006298381,0.5028263],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4431035,"threshold_uncertainty_score":0.9997178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137921735466181,"score_gpt":0.3720378273667515,"score_spread":0.2582456538201333,"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."}}