{"id":"W4410302695","doi":"10.1080/07055900.2025.2497241","title":"Modelling the Bathymetric Influence on Ice Melt for an Idealized Ice-Covered Lake","year":2025,"lang":"en","type":"article","venue":"ATMOSPHERE-OCEAN","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bathymetry; Geology; Melt pond; Sea ice; Oceanography; Arctic ice pack; Antarctic sea ice","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0001483567,0.0003070075,0.0002441194,0.0002017792,0.0002698435,0.0006668519,0.0004222828,0.0006011025,0.001471165],"category_scores_gemma":[0.0006878088,0.0002455993,0.000379865,0.0002152304,0.0005004494,0.0003292117,0.0004476242,0.0002854649,0.00009156932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008899817,"about_ca_system_score_gemma":0.0009187585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05898113,"about_ca_topic_score_gemma":0.03808809,"domain_scores_codex":[0.9999214,0.00001973902,0.000003876698,0.00001530457,0.000009106882,0.00003045977],"domain_scores_gemma":[0.9998356,0.00006845454,0.00003586763,0.00001220101,0.00002409713,0.00002372666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002287476,0.00001240231,0.002636648,0.00001374113,0.00000719384,0.00005105185,0.00001917829,0.9951071,0.001373298,0.0003419532,0.00003339089,0.0003811685],"study_design_scores_gemma":[0.00001280182,0.00002108062,0.002089715,0.000003101582,0.000006723643,0.000006633167,0.0000320472,0.9972927,0.0003030867,0.00009158052,0.0001359616,0.000004657505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917561,0.00004385267,0.004727602,0.00005984565,0.0000108853,0.00001413529,0.0002697026,0.00004739557,0.003070473],"genre_scores_gemma":[0.9982467,0.00003016958,0.001018034,0.000007881758,0.000002120671,0.000008754131,0.00007738535,0.000006991179,0.0006020369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05898113,"threshold_uncertainty_score":0.1172756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475636522604009,"score_gpt":0.2346607828713479,"score_spread":0.2199044176453078,"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."}}