{"id":"W3203649413","doi":"10.24425/ams.2020.134142","title":"A Preliminary Assessment of Climate Change Impacts – Implications for Mining Activity in Polish Coal Regions","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geology and Environmental Impact Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Coal; Industrial chemistry; Coal mining; Environmental science; Mining engineering; Environmental planning; Physical geography; Geography; Engineering; Geology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004493305,0.0000692355,0.0001214836,0.00007219857,0.001662138,0.00006617869,0.0003119005,0.00004969386,0.0004374567],"category_scores_gemma":[0.0005056285,0.00007676799,0.00003699742,0.0002770054,0.0002688204,0.0002514836,0.0004680064,0.0001022728,0.00005939158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098413,"about_ca_system_score_gemma":0.00000552142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001231764,"about_ca_topic_score_gemma":0.00001229891,"domain_scores_codex":[0.9990197,0.0002250414,0.0001308794,0.0001909319,0.0001189548,0.0003145014],"domain_scores_gemma":[0.9995118,0.00006026965,0.00009585107,0.0001219419,0.00007457266,0.0001354972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001367287,0.002770589,0.04746331,0.0008850863,0.0003407425,0.0000205249,0.383331,0.0003698342,0.01632683,0.1158006,0.1561434,0.2751808],"study_design_scores_gemma":[0.0006695082,0.0007523036,0.7840477,0.00004072708,0.00002572904,0.00000517744,0.00808431,0.0002215444,0.00008584726,0.0003054602,0.2055947,0.0001669714],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.759643,0.0001325822,0.002563028,0.07696436,0.0001033601,0.002260505,0.0008507735,0.0004563385,0.157026],"genre_scores_gemma":[0.9987792,0.0004201474,0.0002118469,0.0002318179,0.0000774789,4.277017e-7,0.0001149843,0.0001357522,0.00002828418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7365844,"threshold_uncertainty_score":0.9996375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279758038390782,"score_gpt":0.3518651637921233,"score_spread":0.2238893599530452,"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."}}