{"id":"W2787158827","doi":"10.1007/s10040-018-1730-5","title":"Topical Collection: Climate-change research by early-career hydrogeologists","year":2018,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Climate change; Outreach; Multidisciplinary approach; Groundwater; Environmental planning; Political science; Environmental resource management; Sociology; Geography; Environmental science; Engineering; Social science; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.008128222,0.00201388,0.002157193,0.01083422,0.003051208,0.006726419,0.001771005,0.003321548,0.2475835],"category_scores_gemma":[0.01513586,0.0006050954,0.0007891032,0.007322591,0.0009427584,0.00501953,0.005228167,0.002378231,0.1182601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001885552,"about_ca_system_score_gemma":0.008568609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003216672,"about_ca_topic_score_gemma":0.01281211,"domain_scores_codex":[0.9976438,0.0002276006,0.0002760813,0.0003089973,0.001142134,0.0004013491],"domain_scores_gemma":[0.9568074,0.003742096,0.002317484,0.001763079,0.02065148,0.01471845],"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":[0.00002652833,0.00002857555,0.0002476627,0.0005342516,0.00000330154,0.00002667647,0.00003191367,0.00001553168,0.0003599218,0.0002024445,0.9770345,0.02148877],"study_design_scores_gemma":[0.00002144964,0.00004538122,0.003439419,0.0008632495,0.00001206801,0.00007994058,0.000193835,0.00003635803,0.0002451707,0.0005132545,0.994538,0.00001187758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004432468,0.0633336,0.002626221,0.1012297,0.5426528,0.002716561,0.03302665,0.001143777,0.2488381],"genre_scores_gemma":[0.009091051,0.05511136,0.00225971,0.01755826,0.3319825,0.001939506,0.02724912,0.001384226,0.5534242],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2475835,"threshold_uncertainty_score":0.8282494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06717216628574246,"score_gpt":0.3090219185949784,"score_spread":0.2418497523092359,"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."}}