{"id":"W4407423426","doi":"10.3390/coasts5010007","title":"A Marine Season Metric for Foxe Basin, Nunavut, Canada: Insights into the Evolving Nature of Sea-Ice Breakup and Freeze-Up","year":2025,"lang":"en","type":"article","venue":"Coasts","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Breakup; Metric (unit); Structural basin; Sea ice; Oceanography; Geography; Geology; Physical geography; Climatology; Paleontology; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001739876,0.0001220321,0.0001812492,0.00007654836,0.0002554184,0.00003021649,0.0002239073,0.00008704133,0.00009356654],"category_scores_gemma":[0.0002925617,0.00008128466,0.00003852914,0.0004419856,0.00008815565,0.0001010986,0.00006003234,0.0002059313,0.000001013881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001784508,"about_ca_system_score_gemma":0.0004342193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5953759,"about_ca_topic_score_gemma":0.9275749,"domain_scores_codex":[0.9991934,0.00004151104,0.0001592247,0.0002022909,0.0002000829,0.0002035068],"domain_scores_gemma":[0.998839,0.000716036,0.0000721154,0.0001794534,0.0001228738,0.00007048241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006828149,0.0000100177,0.8772534,0.000192715,0.00007265631,0.000006857665,0.0005031129,0.00009889752,0.000007703131,0.0007566002,0.007809569,0.1132202],"study_design_scores_gemma":[0.0003583157,0.00004936564,0.9379221,0.00005871504,0.00006546146,0.000007410935,0.0006068052,0.03645544,0.00004592443,0.002436651,0.02187241,0.0001213595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892572,0.002816803,0.001047128,0.00197432,0.000844917,0.0003277591,0.00008415587,0.00001640142,0.003631353],"genre_scores_gemma":[0.9969186,0.0001473098,0.0009117092,0.0009809877,0.00005972179,0.00000188906,0.00008014327,0.000003193221,0.0008964491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3321989,"threshold_uncertainty_score":0.4073185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004009386187913611,"score_gpt":0.1985870510328104,"score_spread":0.1945776648448968,"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."}}