{"id":"W2071634634","doi":"10.1111/j.1365-2427.2007.01730.x","title":"Small lakes dominate a random sample of regional lake characteristics","year":2007,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"Andrew W. Mellon Foundation","keywords":"Dissolved organic carbon; Environmental science; Hydrology (agriculture); Surface water; Physical geography; Ecology; Geography; Geology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007143199,0.000107469,0.0002008285,0.00003726732,0.00005426819,0.000006345444,0.0001794476,0.0001034842,0.003423526],"category_scores_gemma":[0.00003658856,0.00008121732,0.00006328249,0.00006909865,0.0003365352,0.00003424075,0.000106813,0.00008190118,0.0001904472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000027904,"about_ca_system_score_gemma":0.000006375827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005560191,"about_ca_topic_score_gemma":0.01246617,"domain_scores_codex":[0.998985,0.0001113579,0.0003318713,0.0001975433,0.00008335947,0.0002908859],"domain_scores_gemma":[0.9994571,0.0001639667,0.0001196314,0.0001778299,0.000009722866,0.00007170416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001259214,0.0004385479,0.7266782,0.00004762011,0.00009595726,0.00002528662,0.003117213,0.00002899447,0.2360408,0.006379679,0.007278993,0.01860952],"study_design_scores_gemma":[0.001374323,0.0001485825,0.155645,0.000009034296,0.00001404834,0.00001165084,0.00003332099,0.00007630545,0.02147928,0.004149061,0.8168652,0.0001942046],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794881,0.00001147212,0.01789073,0.0006806827,0.0002637159,0.0001343733,0.0003995376,0.00002553681,0.001105811],"genre_scores_gemma":[0.9921918,0.00001329857,0.006054568,0.0006477215,0.00008758831,0.000006794323,0.0002541642,0.000007160306,0.0007369125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8095862,"threshold_uncertainty_score":0.9974875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03725730130076802,"score_gpt":0.2711200540550083,"score_spread":0.2338627527542403,"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."}}