{"id":"W7028987281","doi":"","title":"High-resolution multi-temporal analysis of geomorphic change on the Sandy Pond Spit, eastern shore of Lake Ontario, NY","year":2022,"lang":"en","type":"article","venue":"Handle (Corporation for National Research Initiatives)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Shore; Hydrology (agriculture); Shelf ice; Feature (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001061067,0.0001584939,0.0002447748,0.001059871,0.001252635,0.0005637704,0.0003652427,0.0002591096,0.001674886],"category_scores_gemma":[0.0002918327,0.000185855,0.0002209885,0.001477322,0.0002986931,0.0002247328,0.0004907186,0.0002209497,0.0002842021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002877393,"about_ca_system_score_gemma":0.003076231,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8938208,"about_ca_topic_score_gemma":0.975593,"domain_scores_codex":[0.9999061,0.000003970584,0.000003314878,0.00001788061,0.00004114437,0.00002765478],"domain_scores_gemma":[0.9998342,0.00001214026,0.00002088523,0.000007019722,0.00009080242,0.00003497718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004026483,0.0001243608,0.8833303,0.0001668375,0.0002200025,0.000837477,0.003245093,0.006662844,0.04698611,0.0003053793,0.006513669,0.05120528],"study_design_scores_gemma":[0.000005430976,0.00000400081,0.9970371,0.000004937326,0.000007787768,0.00001729853,0.0003274906,0.001447692,0.0001737452,0.00001227508,0.0009581207,0.000004252614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924131,0.0001404823,0.000461875,0.0001102115,0.000009119021,0.00002926263,0.002651853,0.00006242373,0.004121589],"genre_scores_gemma":[0.9942643,0.00009245412,0.0009159892,0.00002071678,0.000005224591,0.00002512364,0.001370809,0.00001561893,0.003289635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8938208,"threshold_uncertainty_score":0.213609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2126369033713982,"score_gpt":0.3455243124744677,"score_spread":0.1328874091030696,"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."}}