{"id":"W4405438290","doi":"10.1088/2752-5295/ad9f90","title":"Climate change impacts on coastal ecosystems","year":2024,"lang":"en","type":"article","venue":"Environmental Research Climate","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Natural Sciences and Engineering Research Council of Canada; Atlantic Canada Opportunities Agency; Natural Resources Canada; Canada Foundation for Innovation","keywords":"Climate change; Ecosystem; Environmental science; Environmental resource management; Oceanography; Climatology; Ecology; Geology; Biology","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":[0.0003257043,0.0003893061,0.0002470896,0.0007329778,0.0005681696,0.001944831,0.0002138547,0.0003470223,0.006731943],"category_scores_gemma":[0.0005821996,0.00008044914,0.0003418993,0.001718671,0.0003015797,0.0007371219,0.001481794,0.0005233313,0.0008858361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009209579,"about_ca_system_score_gemma":0.000921888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01158265,"about_ca_topic_score_gemma":0.01354131,"domain_scores_codex":[0.9997731,0.00007101578,0.00001494483,0.00002398819,0.00005841102,0.00005858793],"domain_scores_gemma":[0.9995316,0.00009533112,0.00008550717,0.00002567308,0.0001868283,0.00007505038],"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":[0.000256168,0.000117752,0.134509,0.005219875,0.0009509367,0.001638196,0.002888566,0.01981815,0.01212357,0.0501887,0.1243342,0.647955],"study_design_scores_gemma":[0.000009481375,0.0001531118,0.1140796,0.002250733,0.0002454224,0.0005604061,0.003719687,0.00138002,0.001611053,0.01673121,0.8592108,0.00004839799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2486506,0.3375526,0.006287931,0.02962234,0.002520761,0.00008025418,0.008499719,0.0004797897,0.366306],"genre_scores_gemma":[0.6378075,0.3380569,0.003403476,0.003566631,0.0008847191,0.00004607758,0.00212846,0.00006696459,0.01403925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01158265,"threshold_uncertainty_score":0.02303046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05020030761158812,"score_gpt":0.3247705070534904,"score_spread":0.2745701994419023,"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."}}