{"id":"W4393178859","doi":"10.5194/bg-21-1549-2024","title":"Thermal stratification and meromixis in four dilute temperate zone lakes","year":2024,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Thermal stratification; Temperate climate; Stratification (seeds); Oceanography; Environmental science; Limnology; Geology; Ecology; Thermocline; 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":[0.0006469723,0.00007531126,0.00009029337,0.0001562263,0.0001587748,0.0001258225,0.0001572064,0.00006847586,0.0005303034],"category_scores_gemma":[0.00002855147,0.00005213463,0.00001582153,0.0004144562,0.0004599552,0.0002737082,0.000008920827,0.0001185096,0.0002125453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":5.123434e-7,"about_ca_system_score_gemma":0.00006666359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140935,"about_ca_topic_score_gemma":0.01729456,"domain_scores_codex":[0.9990811,0.0001089654,0.0001235999,0.0002926708,0.0001351876,0.0002585102],"domain_scores_gemma":[0.9996596,0.0001757676,0.0000145715,0.00007804855,0.00001149716,0.0000605414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006361175,0.000003206775,0.9932704,0.00001159063,0.000003052067,0.00002689244,0.0001887797,0.00001945188,0.0004945066,0.0003500671,0.0000217426,0.00560393],"study_design_scores_gemma":[0.0000501919,0.00006125303,0.9891213,0.00001354892,0.000002554814,0.00002748111,0.0001442924,0.009216279,0.0002046847,0.0005862345,0.0004981385,0.00007407083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920235,0.002677838,0.00001234287,0.001634809,0.0002673455,0.00008534706,0.00002014965,0.00003215622,0.003246567],"genre_scores_gemma":[0.9990973,0.0002262489,0.0001674185,0.00004651873,0.00003112956,0.00000208632,0.00001518232,8.925311e-7,0.0004131549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01615362,"threshold_uncertainty_score":0.9650769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02808230063679512,"score_gpt":0.2555387905487546,"score_spread":0.2274564899119594,"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."}}