{"id":"W4254732566","doi":"10.1007/s10653-007-9121-1","title":"Preface","year":2007,"lang":"en","type":"article","venue":"Environmental Geochemistry and Health","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Environmental science","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":[0.0005757225,0.0001261628,0.0001185356,0.00001389907,0.0001676107,0.000009103689,0.00006483048,0.00005774746,0.0006832835],"category_scores_gemma":[0.000003118701,0.000134415,0.00002287707,0.00003488737,0.0001268758,0.00005403468,0.00006393915,0.0001576825,0.0004606037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210795,"about_ca_system_score_gemma":0.00001777963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002875188,"about_ca_topic_score_gemma":0.000006821436,"domain_scores_codex":[0.9989597,0.000009985392,0.0001900933,0.0002678374,0.0001700802,0.0004023348],"domain_scores_gemma":[0.9993997,0.00001487704,0.00007950344,0.0001843577,7.14032e-7,0.0003208646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001316042,0.0005881077,0.2023011,0.0002179695,0.00003427969,0.00003720204,0.001248362,0.000005451668,0.7496303,0.0001381129,0.01332507,0.03234237],"study_design_scores_gemma":[0.001007087,0.0001196518,0.6203431,0.00003317347,0.000007977103,0.0001592973,0.001295042,0.0000304136,0.2795923,0.0002237019,0.09681196,0.0003762708],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851366,0.001464453,0.00005719529,0.0003386254,0.00002522889,0.0001199732,0.0000627582,0.0000632556,0.01273191],"genre_scores_gemma":[0.9971899,0.0001360146,0.000513797,0.0004365895,0.00009003147,0.000002684746,0.00008368956,0.00002200527,0.001525251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.470038,"threshold_uncertainty_score":0.7481475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153534637079908,"score_gpt":0.2781672586242893,"score_spread":0.2628137949162985,"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."}}