{"id":"W7045886178","doi":"","title":"Characterizing Plankton communities in Lake Ontario coastal wetlands along an urban land-use gradient","year":2020,"lang":"en","type":"dissertation","venue":"e-scholar@UOIT (University of Ontario Institute of Technology)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Environment and Climate Change Canada","keywords":"Plankton; Wetland; Biomanipulation; Zooplankton; Biomass (ecology); Water quality; Macrophyte; Habitat","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002348415,0.0003695315,0.0007469993,0.0008300063,0.0003634407,0.00006275327,0.001106576,0.0003861595,0.01296911],"category_scores_gemma":[0.00001070498,0.000475563,0.0001795246,0.0004145591,0.0001801043,0.0004695776,0.0003929294,0.002477861,0.00001419621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001765506,"about_ca_system_score_gemma":0.001405394,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7010586,"about_ca_topic_score_gemma":0.9978185,"domain_scores_codex":[0.9983543,0.00001794173,0.0004175577,0.0004189449,0.0003996312,0.00039168],"domain_scores_gemma":[0.9985616,0.000004849649,0.0004565539,0.0006448912,0.0001992438,0.0001329294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001031803,0.001004067,0.8219413,0.0002763042,0.0004910068,0.0002268207,0.0390688,0.000009001026,0.002434206,0.003121222,0.000726793,0.1296687],"study_design_scores_gemma":[0.001225982,0.0002757839,0.2701316,0.0002741626,0.00007765434,0.000001283686,0.006724414,0.00001815062,0.0003208928,0.0000356952,0.7206172,0.0002971605],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782625,0.000009599407,0.000006668897,0.0001595098,0.0002804933,0.0005122495,0.0003647433,0.00005458655,0.0203496],"genre_scores_gemma":[0.9357396,0.00003364193,0.01737861,0.00002186736,0.00004823322,0.00000967078,0.01954208,0.00004279871,0.0271835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7198904,"threshold_uncertainty_score":0.9998235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696341774193406,"score_gpt":0.2155534797849276,"score_spread":0.1985900620429935,"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."}}