{"id":"W4250540782","doi":"10.1023/a:1025868716266","title":"Preface","year":2003,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; Environment and Climate Change Canada","funders":"","keywords":"Ecotoxicology; Environmental science; Environmental chemistry; Chemistry","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":[0.00018609,0.0001562938,0.0001094014,0.00003243,0.0001651753,0.00004497818,0.00005699744,0.0000362491,0.0001428392],"category_scores_gemma":[0.000004415297,0.0001535055,0.00002844336,0.00003797694,0.00006452053,0.0001338661,0.00004782228,0.0001614235,0.0003032002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358373,"about_ca_system_score_gemma":0.00000994856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005094944,"about_ca_topic_score_gemma":6.788216e-8,"domain_scores_codex":[0.9989874,0.00007659035,0.0001298362,0.0002827646,0.0002685081,0.0002548477],"domain_scores_gemma":[0.9996062,0.00002609564,0.00004528378,0.0001913707,9.750312e-7,0.0001300701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003557645,0.0002053492,0.8259342,0.000005796521,0.00003107592,0.000009476778,0.0001251299,0.00004981047,0.1676014,0.0006263299,0.00007045459,0.00533738],"study_design_scores_gemma":[0.0006513322,0.00009584423,0.8591958,0.00002282831,0.00002515874,0.00002100322,0.001109774,0.00002476906,0.08244132,0.000190366,0.0559277,0.0002941408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860057,0.0004901349,0.0000679409,0.0000163252,0.0003273075,0.0001310137,0.000009759485,0.00006835814,0.01288343],"genre_scores_gemma":[0.9913443,0.0001210837,0.007376396,0.000004640487,0.00007850937,0.00003374185,0.000003268727,0.00004011063,0.0009979313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08516009,"threshold_uncertainty_score":0.6259773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439077104502619,"score_gpt":0.2782103970418873,"score_spread":0.2638196259968612,"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."}}