{"id":"W4403707948","doi":"10.1371/journal.pclm.0000490","title":"Exploring novel North Water Polynya ecosystems under climate change","year":2024,"lang":"en","type":"article","venue":"PLOS Climate","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Ocean Frontier Institute; Leverhulme Trust","keywords":"Climate change; Ecosystem; Environmental science; Freshwater ecosystem; Climatology; Environmental resource management; Oceanography; Ecology; Geology; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003146821,0.0002385795,0.0002805162,0.0001121094,0.0002111032,0.0001179815,0.0003167418,0.00006649598,0.003401315],"category_scores_gemma":[0.000006068031,0.0001773475,0.0001259433,0.0002819098,0.00008138871,0.0008513684,0.0006332781,0.000194477,0.01965343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002549701,"about_ca_system_score_gemma":0.000002678622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001755702,"about_ca_topic_score_gemma":0.001743293,"domain_scores_codex":[0.9977326,0.00004802718,0.0003627745,0.0005777788,0.0003207786,0.0009580008],"domain_scores_gemma":[0.9993799,0.00005152839,0.0000364304,0.0004103172,0.000006928685,0.0001149425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001016029,0.001315641,0.7286689,0.001445931,0.0008485039,0.0005420394,0.01869315,0.007583901,0.219494,0.006447104,0.001050367,0.01380892],"study_design_scores_gemma":[0.002360643,0.000741756,0.4801398,0.00102329,0.001648847,0.0002423146,0.003220533,0.2665972,0.1505856,0.0005659626,0.08780819,0.005065852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888232,0.00005720883,0.00007169033,0.0006016712,0.0007134796,0.0002861315,0.00004875616,0.0002850877,0.00911275],"genre_scores_gemma":[0.9980194,0.0005513133,0.0001856103,0.0004451228,0.0002697619,0.0002741759,0.00004298816,0.00006189273,0.0001497534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2590133,"threshold_uncertainty_score":0.9975097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1124967219279876,"score_gpt":0.2495247581031693,"score_spread":0.1370280361751817,"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."}}