{"id":"W4404055854","doi":"10.21203/rs.3.rs-5182010/v1","title":"Erosion and rising primary production correlate with shifts in cladoceran community composition across three eastern Canadian lake records","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Erosion; Composition (language); Ecology; Paleolimnology; Environmental science; Geography; Production (economics); Primary (astronomy); Primary productivity; Oceanography; Geology; Biology; Nutrient; Climate change; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004080136,0.0001628516,0.0002658503,0.001332659,0.002327133,0.001186643,0.0007687579,0.0004432159,0.002108756],"category_scores_gemma":[0.001718177,0.0003071738,0.0002514151,0.00253534,0.0007619511,0.000450251,0.0008120179,0.0003538651,0.0001980557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008721787,"about_ca_system_score_gemma":0.008278974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9842344,"about_ca_topic_score_gemma":0.9963976,"domain_scores_codex":[0.9996902,0.00001809434,0.00001546785,0.00007006289,0.00007844374,0.0001278135],"domain_scores_gemma":[0.9981859,0.0001841349,0.0003001773,0.0000808394,0.0009602485,0.0002885995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008899931,0.00001629841,0.9897858,0.00002338563,0.00007480904,0.00004326734,0.001745605,0.0002795912,0.002192591,0.00008706094,0.0006971168,0.004965547],"study_design_scores_gemma":[7.445702e-7,0.000001402367,0.999401,0.000001883975,0.000005508238,0.000005130645,0.0002434549,0.00007353962,0.00003258782,0.000005123257,0.000227462,0.000002289801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979432,0.0001057563,0.00006843395,0.0000445708,0.000002159699,0.000004764248,0.0009729496,0.000009158334,0.0008488848],"genre_scores_gemma":[0.9979786,0.00006616673,0.0001172668,0.00002131484,0.000001709382,0.0000050767,0.0008493412,0.000006108795,0.0009544925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01576561,"threshold_uncertainty_score":0.06328124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03703480227636301,"score_gpt":0.3174192006213642,"score_spread":0.2803843983450012,"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."}}