{"id":"W4417240732","doi":"10.1007/s44353-025-00070-y","title":"Freshwater management informed through paleolimnology in Halifax regional Municipality, Nova Scotia, Canada","year":2025,"lang":"en","type":"article","venue":"Discover Conservation","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Paleolimnology; Nova scotia; Nova (rocket); Limnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003795025,0.0001932034,0.0001608602,0.001224616,0.002289629,0.001087683,0.0006326616,0.0002000571,0.001680976],"category_scores_gemma":[0.0007814469,0.0001765296,0.0001186196,0.00245233,0.0006120052,0.0002682825,0.0008583178,0.000337639,0.0001577658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02429934,"about_ca_system_score_gemma":0.03581021,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.994107,"about_ca_topic_score_gemma":0.9988361,"domain_scores_codex":[0.9997464,0.00002773665,0.00001341308,0.0000392883,0.00007617659,0.00009691333],"domain_scores_gemma":[0.9989775,0.00005409211,0.0001184884,0.00003077831,0.0005835205,0.0002356188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007480253,0.00005792807,0.9354715,0.0001499924,0.00004371131,0.0009283049,0.006007527,0.0007816048,0.001457744,0.0006347128,0.0105251,0.04386705],"study_design_scores_gemma":[0.000003048992,0.00000898693,0.9850189,0.00007137047,0.000007293638,0.00007555685,0.005872881,0.0004783344,0.0001370107,0.00005043445,0.008265957,0.00001023413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810011,0.001382363,0.0003832435,0.001271043,0.00002980003,0.0001192423,0.004357842,0.00003211093,0.01142326],"genre_scores_gemma":[0.9900406,0.0006916901,0.001102905,0.0002739659,0.000006760016,0.00005575306,0.001644541,0.00001022862,0.006173606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02429934,"threshold_uncertainty_score":0.1763049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03434490007819985,"score_gpt":0.2782310103845754,"score_spread":0.2438861103063756,"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."}}