{"id":"W2245815659","doi":"10.1007/s11368-013-0805-0","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Journal of Soils and Sediments","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmental planning; 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":[0.0002240758,0.00007188891,0.0001432858,0.00007024033,0.0000397235,0.00006196881,0.00008568626,0.00003061538,0.0003244793],"category_scores_gemma":[0.00002240881,0.00005044018,0.00004250493,0.00005721275,0.00002774228,0.0004622051,0.00002693331,0.0001208727,0.0006483491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002803291,"about_ca_system_score_gemma":0.00002239841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000221407,"about_ca_topic_score_gemma":4.023304e-7,"domain_scores_codex":[0.9992393,0.00002530433,0.000258462,0.00005558919,0.0002785005,0.0001428841],"domain_scores_gemma":[0.9993674,0.00001800601,0.0002476429,0.00006245702,0.0001407531,0.0001637759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002103253,0.0008190787,0.1728026,0.00008135047,0.0007601439,0.00009874941,0.002647905,0.0001324416,0.3479856,0.000268056,0.4290432,0.04515062],"study_design_scores_gemma":[0.01001367,0.001779229,0.8657405,0.0004730097,0.0002524854,0.0009691094,0.001452871,0.001531404,0.03455014,0.008633254,0.07391431,0.0006899733],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965525,0.0006278401,0.00001251886,0.000231724,0.0001774141,0.00006381029,0.000001866782,0.000005844596,0.002326514],"genre_scores_gemma":[0.9983672,0.00006269394,0.0006610531,0.0001603502,0.0001338044,9.60342e-7,2.47755e-7,0.00001546772,0.0005981549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.692938,"threshold_uncertainty_score":0.8333433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118322552483344,"score_gpt":0.2425856806630281,"score_spread":0.2307534254146937,"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."}}