{"id":"W4411087077","doi":"10.1371/journal.pclm.0000648","title":"Autumn as an overlooked opportunity for limnology","year":2025,"lang":"en","type":"article","venue":"PLOS Climate","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Limnology; Environmental science; Oceanography; Geology","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":[0.006887711,0.0003490114,0.0005733398,0.001203026,0.005146486,0.005292064,0.001126681,0.002431106,0.01755771],"category_scores_gemma":[0.007640373,0.0002455815,0.0003200852,0.001136601,0.005293389,0.00709029,0.00804912,0.004004119,0.001915146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442294,"about_ca_system_score_gemma":0.003278809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002810104,"about_ca_topic_score_gemma":0.0136076,"domain_scores_codex":[0.9980993,0.0009920432,0.0001182637,0.0002380236,0.0002350799,0.0003173241],"domain_scores_gemma":[0.9938602,0.001579301,0.0004115452,0.0009805184,0.0006730334,0.002495236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001069517,0.000167327,0.0674743,0.0008146859,0.00009295304,0.003181062,0.03489975,0.0003512175,0.004709531,0.2579949,0.2419326,0.387312],"study_design_scores_gemma":[0.00002208154,0.0001337636,0.03480051,0.0009231547,0.00001959281,0.001503259,0.02500278,0.0001403107,0.000348075,0.06408276,0.8729805,0.00004319835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2051154,0.04265292,0.02055077,0.3698773,0.04531197,0.0000704575,0.001537036,0.0007105356,0.3141735],"genre_scores_gemma":[0.8770632,0.008006126,0.009090065,0.0227452,0.01690803,0.00008345578,0.0004408054,0.0008020932,0.06486091],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01755771,"threshold_uncertainty_score":0.05873638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03090015647947992,"score_gpt":0.2477089446782111,"score_spread":0.2168087881987312,"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."}}