{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001400383,0.0007935075,0.0005277882,0.002575516,0.002576757,0.002643396,0.001155879,0.00100334,0.4273655],"category_scores_gemma":[0.01011381,0.0002173292,0.0005165423,0.001382152,0.0004475573,0.001800429,0.001863726,0.002544014,0.2731952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001750744,"about_ca_system_score_gemma":0.002103106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005966719,"about_ca_topic_score_gemma":0.007984934,"domain_scores_codex":[0.9993529,0.00008783734,0.0000367391,0.00009819188,0.0003606847,0.00006371347],"domain_scores_gemma":[0.9945607,0.0006555895,0.0001560165,0.0004266455,0.003424445,0.0007766797],"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":[0.00001703581,0.00001156,0.00006156887,0.00003990987,9.815537e-7,0.00002793682,0.00002657888,0.00002634615,0.00006873536,0.002042614,0.9730716,0.02460513],"study_design_scores_gemma":[0.000002928514,0.000007313592,0.0002304231,0.00005726269,0.00000118578,0.00002605113,0.00004499394,0.00001786956,0.00007167058,0.001415326,0.9981222,0.000002790881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001295057,0.00842895,0.004980976,0.04053438,0.3521367,0.0006040826,0.009598598,0.001241934,0.5811793],"genre_scores_gemma":[0.003717161,0.002695811,0.001367877,0.00618133,0.0238591,0.0001797244,0.004148543,0.0004439364,0.9574065],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5726345,"threshold_uncertainty_score":0,"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."}}