{"id":"W2084026036","doi":"10.1002/joc.2300","title":"Simulation of North American lake‐ice cover characteristics under contemporary and future climate conditions","year":2011,"lang":"en","type":"article","venue":"International Journal of Climatology","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; University of Victoria; Environment and Climate Change Canada","funders":"","keywords":"Climatology; Environmental science; Cover (algebra); Physical geography; Geology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0002856364,0.0003414057,0.0002959306,0.0002813168,0.0004973206,0.0004484868,0.0006434114,0.0006416108,0.001139482],"category_scores_gemma":[0.0006204604,0.0002884579,0.0004484303,0.0005030764,0.00033855,0.0003431649,0.0002738276,0.0003535817,0.000101799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002111451,"about_ca_system_score_gemma":0.001785524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2501587,"about_ca_topic_score_gemma":0.2007027,"domain_scores_codex":[0.9999207,0.00001980365,0.000003227906,0.00002059929,0.00001219507,0.00002351315],"domain_scores_gemma":[0.9997761,0.00007107534,0.00002910218,0.0000165061,0.00007337033,0.00003389574],"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":[0.00006085223,0.00003886124,0.01556541,0.000009546899,0.00002969003,0.00003595476,0.00002580755,0.9823194,0.000530271,0.0001930248,0.0003471734,0.0008440446],"study_design_scores_gemma":[0.00004454713,0.00002943436,0.01193412,0.000002771493,0.00001475789,0.000006442611,0.0000388037,0.9871863,0.0003260162,0.00009356201,0.0003134753,0.000009670638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970426,0.00001945476,0.0005494638,0.00006779232,0.000004764736,0.00001020564,0.0007541561,0.00004927069,0.001502389],"genre_scores_gemma":[0.9984776,0.00001885356,0.0005442917,0.00001380742,0.00000149725,0.00001738076,0.0005748798,0.000005395319,0.0003461861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7498413,"threshold_uncertainty_score":0.4974052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198583618543372,"score_gpt":0.2594889626896861,"score_spread":0.2396306008353489,"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."}}