{"id":"W6946084889","doi":"10.26008/1912/bco-dmo.949323.3","title":"Winter survey data from Lake Erie from Feb 2022 to Mar 2022","year":2025,"lang":"en","type":"dataset","venue":"","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Division of Ocean Sciences","keywords":"Plankton; Limnology; Water quality; Algal bloom; Aerial survey; Water pollution; Hydrology (agriculture); Environmental monitoring","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":[0.0005151863,0.0008560238,0.0007164369,0.001861508,0.0003844638,0.000915479,0.0009531103,0.0006404539,0.01682723],"category_scores_gemma":[0.002085675,0.0003752316,0.000570241,0.005037346,0.0001296272,0.0004362591,0.0009238515,0.0005054708,0.01393467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205719,"about_ca_system_score_gemma":0.001918701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1310067,"about_ca_topic_score_gemma":0.1971146,"domain_scores_codex":[0.9995506,0.00005792213,0.00006805352,0.0001222619,0.0001170594,0.000084138],"domain_scores_gemma":[0.9991482,0.00009066063,0.0001411315,0.0001038335,0.0004425044,0.00007362627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001658923,0.00003882432,0.0131963,0.0005915259,0.0001224914,0.00007419068,0.00005416876,0.0009486342,0.0002626155,0.0004201233,0.9787878,0.00533748],"study_design_scores_gemma":[0.0002553959,0.00002817715,0.08691008,0.0002689453,0.00006643849,0.00006664269,0.0002443747,0.0008260687,0.0004611989,0.0003642298,0.9104688,0.00003970766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001331693,0.00005282256,0.00004132815,0.00004009082,0.000009445111,0.000006489165,0.9979191,0.00005641001,0.0005425878],"genre_scores_gemma":[0.001387109,0.00003382018,0.0001350062,0.00002604695,0.000002892587,0.00003612596,0.9976641,0.00001400398,0.0007009676],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1310067,"threshold_uncertainty_score":0.2604883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06073392391597995,"score_gpt":0.2958380468686222,"score_spread":0.2351041229526422,"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."}}