{"id":"W6996183568","doi":"","title":"Remote sensing analysis of recent coastal change and its controlling factors in Darnley Bay (Amundsen Gulf, Canada)","year":2021,"lang":"en","type":"dissertation","venue":"Sapientia (Algarve University)","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Arctic; Coastal erosion; Permafrost; Erosion; Estuary; Peninsula; Cape; Shoal; Climate change","routes":{"ca_aff":false,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001268184,0.0002481496,0.0006159361,0.0009670978,0.0001466922,0.00003937289,0.0001472403,0.0001938196,0.002356432],"category_scores_gemma":[0.00003427006,0.0002727231,0.0001297582,0.001522554,0.00002778159,0.0001647027,0.00002183761,0.0002334211,0.000001353898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003923305,"about_ca_system_score_gemma":0.0002558592,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.730983,"about_ca_topic_score_gemma":0.9992974,"domain_scores_codex":[0.9985164,0.0001234446,0.0002524489,0.000428677,0.0003517552,0.0003272356],"domain_scores_gemma":[0.99908,0.0001480158,0.0002595034,0.0001651198,0.0002026341,0.0001447125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005832396,0.00003445029,0.9547532,0.0004715192,0.002083431,0.00134871,0.01223148,0.0005560003,0.001095528,0.00003587238,0.00008312875,0.02672343],"study_design_scores_gemma":[0.0007970997,0.00005053606,0.9425095,0.0002926742,0.001777224,0.000002670755,0.02615631,0.02007041,0.0004273476,0.000005151322,0.007324017,0.0005870603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877107,0.001237753,0.000009353368,0.00003296919,0.0006024293,0.0001984548,0.003982716,0.000009107129,0.006216587],"genre_scores_gemma":[0.9438725,0.00357363,0.00003545513,0.00003600592,0.00004472023,1.680256e-8,0.05077038,0.000008817109,0.001658529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2683144,"threshold_uncertainty_score":0.9999725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666300114545519,"score_gpt":0.2164974622434731,"score_spread":0.1798344610980179,"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."}}