{"id":"W4401534163","doi":"10.1016/j.ecolind.2024.112487","title":"Development of a comprehensive framework for quantifying the collective and individual influence of climate change and human activities on hydrological regimes","year":2024,"lang":"en","type":"article","venue":"Ecological Indicators","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Climate change; Environmental resource management; Environmental science; Ecology; Biology","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":[0.0003260814,0.000121742,0.0002195001,0.00007165183,0.0004046185,0.00001462581,0.0001251858,0.0001194555,0.00004208883],"category_scores_gemma":[0.00004784797,0.00007115948,0.00002944398,0.0001833028,0.001058797,0.00006777541,0.0004339563,0.0001606801,0.000003215717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002870046,"about_ca_system_score_gemma":0.000004626565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004129746,"about_ca_topic_score_gemma":0.00001127246,"domain_scores_codex":[0.9991258,0.00006981038,0.0001937074,0.000276049,0.0001238227,0.0002107622],"domain_scores_gemma":[0.9989748,0.0008222428,0.0000966983,0.00007212265,0.000002890356,0.00003122558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003762876,0.0005528565,0.788543,0.0004572919,0.0006959964,0.00002588581,0.04847005,0.0002878819,0.001203615,0.1453625,0.0003317857,0.01369284],"study_design_scores_gemma":[0.0001350202,0.0005358534,0.9893427,0.00005090202,0.00004156764,0.000001213235,0.001039832,0.00003877322,0.0007049992,0.006851278,0.001154625,0.0001031728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984722,0.0001110458,0.00002847627,0.000399563,0.00003063297,0.0004740253,0.00001058784,0.00002393502,0.0004495252],"genre_scores_gemma":[0.9981813,0.0001044166,0.001184882,0.0003146523,0.000009914028,0.0001886025,0.000001728258,0.000004451798,0.000009992933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2007997,"threshold_uncertainty_score":0.3901183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0776787643397945,"score_gpt":0.3088003520276,"score_spread":0.2311215876878056,"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."}}