{"id":"W7148810194","doi":"10.70675/f3d40a86zf2b9z47aezb285zd082331f6d79","title":"Towards the viable management of anthropized lake dynamic systems","year":2019,"lang":"","type":"dissertation","venue":"","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Quarter (Canadian coin); Western europe","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008958345,0.000516858,0.0004976421,0.0004217773,0.0007890501,0.002989007,0.001053075,0.001162923,0.002886454],"category_scores_gemma":[0.001584183,0.000319185,0.0006090283,0.0004246704,0.001404521,0.002289279,0.003096704,0.0009706389,0.0001867776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495997,"about_ca_system_score_gemma":0.002352339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007617684,"about_ca_topic_score_gemma":0.007849551,"domain_scores_codex":[0.9996767,0.0001491034,0.00001250605,0.00004621503,0.00007692657,0.00003850635],"domain_scores_gemma":[0.999587,0.0001473037,0.00009811433,0.00003902377,0.00008562942,0.00004297128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00004350153,0.00004492049,0.00227639,0.0002494021,0.00006713936,0.0001378321,0.0004180175,0.8386429,0.003817999,0.1330781,0.0007162043,0.0205075],"study_design_scores_gemma":[0.00003241807,0.0001303411,0.001062272,0.00008043983,0.00003569717,0.00003662322,0.000592617,0.902502,0.0009291234,0.08552777,0.009040792,0.00002987108],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1936744,0.002183276,0.7693003,0.005253389,0.0001062234,0.0002018333,0.0002080921,0.0003044891,0.02876801],"genre_scores_gemma":[0.9163495,0.001608644,0.07527801,0.0001944906,0.00004341517,0.0002602891,0.00008589379,0.00005070803,0.006128988],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007617684,"threshold_uncertainty_score":0.01514667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009025448049249296,"score_gpt":0.2405585652235442,"score_spread":0.2315331171742949,"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."}}