{"id":"W6932061463","doi":"10.5281/zenodo.6984340","title":"O'Connor et al. Species Portfolio Effects Dominate Seasonal Zooplankton Stabilization Within a Large Temperate Lake.","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Zooplankton; Temperate climate; Portfolio; Seasonality; Ecosystem","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00136138,0.000259577,0.0003415844,0.0000962318,0.00140598,0.0005921876,0.0006434227,0.0001108042,0.3476766],"category_scores_gemma":[0.001005243,0.0001392441,0.0001084835,0.000735748,0.0001162134,0.00008593374,0.000689041,0.0004068292,0.00139095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006932916,"about_ca_system_score_gemma":0.000003027483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000214318,"about_ca_topic_score_gemma":0.00003684317,"domain_scores_codex":[0.9965107,0.001616061,0.000297715,0.000637764,0.0005515168,0.0003862138],"domain_scores_gemma":[0.9990427,0.0001534484,0.0002534945,0.0001781854,0.0001877805,0.0001843175],"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":[0.0000627702,0.0001781636,0.00002537093,0.00005586024,0.00008960126,0.00004020224,0.0001350798,0.000007686784,0.006357357,0.01071761,0.9638196,0.01851072],"study_design_scores_gemma":[0.0002513247,0.0002748544,0.0009448271,0.00003998818,0.00003831786,0.00002380323,0.0002899784,0.0001836904,0.00009040502,0.0001233659,0.9974548,0.0002846826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008301598,0.0003358872,0.001438354,0.002483917,0.0004018278,0.001295872,0.008559874,0.001603802,0.9755788],"genre_scores_gemma":[0.06267868,0.001469214,0.00276903,0.009284251,0.001336269,0.000001891576,0.1150358,0.00312494,0.8042999],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3462857,"threshold_uncertainty_score":0.9998941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03242782401556964,"score_gpt":0.2613252742305689,"score_spread":0.2288974502149992,"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."}}