{"id":"W4376956410","doi":"10.1088/1748-9326/acd5e5","title":"Stuck in the middle: thermal regimes of coastal lagoons and estuaries in a warming world","year":2023,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Ocean Frontier Institute","keywords":"Estuary; Oceanography; Environmental science; Global warming; Climatology; Climate change; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002433159,0.0001313926,0.0001955781,0.0004740228,0.000735767,0.002227653,0.0001841914,0.0004271356,0.005042789],"category_scores_gemma":[0.0005490975,0.00008912852,0.0001933131,0.0008052195,0.0006618829,0.00125145,0.0008054053,0.0004197817,0.0002355332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000632812,"about_ca_system_score_gemma":0.0005130718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04256699,"about_ca_topic_score_gemma":0.09693836,"domain_scores_codex":[0.9999356,0.00001049779,0.000004676702,0.00001657334,0.000007166564,0.00002550026],"domain_scores_gemma":[0.999756,0.00003004349,0.00005004005,0.0000111372,0.00002983395,0.0001229295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009588751,0.0000904267,0.969559,0.00005011169,0.0001158503,0.0003703537,0.003296594,0.0007211742,0.003218265,0.001383909,0.003028854,0.01720655],"study_design_scores_gemma":[0.000007378317,0.00003039871,0.9908924,0.00001926021,0.00001934005,0.00003152827,0.006630532,0.0002401698,0.00009927868,0.000650949,0.001368869,0.000009855593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958429,0.000450292,0.00007528889,0.0007776313,0.00004214681,0.000002577711,0.0002962384,0.000004880471,0.00250801],"genre_scores_gemma":[0.9992399,0.0001347379,0.00004041601,0.0001548294,0.00002106672,0.000002014717,0.0001016623,0.000002577625,0.0003027592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04256699,"threshold_uncertainty_score":0.08463842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05655538779886583,"score_gpt":0.2928118754747722,"score_spread":0.2362564876759063,"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."}}