{"id":"W2013544919","doi":"10.4319/lol.2014.wvincent.cbertola.8","title":"Lake Physics to Ecosystem Services: Forel and the Origins of Limnology","year":2014,"lang":"en","type":"article","venue":"Limnology and Oceanography e-Lectures","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Limnology; Ecology; Benthic zone; Geography; Oceanography; Library science; Geology; Biology; Computer science","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":[0.002941192,0.0005284126,0.0005343742,0.002911975,0.002852294,0.005167773,0.0006136636,0.002132392,0.004695213],"category_scores_gemma":[0.00616391,0.0003520533,0.0003366587,0.002276269,0.01725043,0.0116347,0.004081401,0.006336705,0.000661156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006024404,"about_ca_system_score_gemma":0.003060917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182314,"about_ca_topic_score_gemma":0.01039073,"domain_scores_codex":[0.9986726,0.000734781,0.00006005642,0.0002012004,0.0002154832,0.0001160119],"domain_scores_gemma":[0.9969753,0.00203607,0.0001719762,0.0001395439,0.0004553734,0.0002217405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002798474,0.00001823806,0.0006881811,0.0001279708,0.0000118277,0.0001069141,0.003527497,0.0003249631,0.00007814101,0.8668135,0.08491188,0.04336291],"study_design_scores_gemma":[0.000008776445,0.0000190399,0.001394184,0.000531645,0.000006745235,0.00012108,0.001349319,0.0005091818,0.0001119645,0.3974322,0.5984825,0.0000332021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01073562,0.2580062,0.004668594,0.606347,0.004916577,0.00001381913,0.0001477182,0.0001022746,0.1150622],"genre_scores_gemma":[0.602143,0.2122247,0.006684894,0.09851504,0.02125475,0.00009768861,0.0001868704,0.0003125485,0.0585806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01182314,"threshold_uncertainty_score":0.04371035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002471633747669673,"score_gpt":0.176537205234778,"score_spread":0.1740655714871084,"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."}}