{"id":"W1755060099","doi":"10.1002/9781118445112.stat07651","title":"Acid Rain Modeling","year":2014,"lang":"en","type":"other","venue":"Wiley StatsRef: Statistics Reference Online","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Acid deposition; Deposition (geology); Environmental science; Estimation; Acid rain; Meteorology; Atmospheric sciences; Computer science; Remote sensing; Geography; Geology; Soil science; Engineering; Ecology; Geomorphology; Systems engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001650059,0.0007251023,0.0006615763,0.00003508756,0.000122282,0.00004734919,0.0006830993,0.0004790353,0.02590804],"category_scores_gemma":[0.0000584913,0.0006830961,0.00007253602,0.0001799498,0.0004514163,0.00006730454,0.0005009923,0.000655978,0.0026737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003668836,"about_ca_system_score_gemma":0.0000361452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501844,"about_ca_topic_score_gemma":0.001645915,"domain_scores_codex":[0.9968154,0.0001018901,0.0005624885,0.0009497431,0.0008174551,0.0007530122],"domain_scores_gemma":[0.9983916,0.00004599584,0.0003831336,0.0008164526,0.000008395166,0.0003544096],"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":[0.00005173817,0.000559266,0.001180848,0.0001568291,0.0001436742,0.00008938999,0.0001503102,0.08999047,0.0001942431,0.002750784,0.7899863,0.1147462],"study_design_scores_gemma":[0.0005478407,0.0001723666,0.00012513,0.0001990901,0.0001065201,0.00001009828,0.00008484199,0.3775352,0.000001866531,0.003650888,0.6164333,0.001132861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002082654,0.000298142,0.8519506,0.0000432173,0.0003088884,0.0003738725,0.003146344,0.0002741028,0.1433966],"genre_scores_gemma":[0.001648071,0.00262354,0.6027263,0.0004579444,0.0002240849,0.0000288149,0.002895914,0.0007807901,0.3886145],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2875448,"threshold_uncertainty_score":0.999562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771853981329553,"score_gpt":0.2498758070016827,"score_spread":0.2321572671883871,"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."}}