{"id":"W7133081745","doi":"","title":"Investigating Climate Characteristics And Their Influence On Heat Flow Through Temperate Region Lake Ice","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto Mississauga; University of Toronto","keywords":"Slush; Arctic ice pack; Sea ice; Cryosphere; Ice stream; Temperate climate; Antarctic sea ice; Arctic; Melt pond","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0001641058,0.0001295961,0.000126532,0.0003558483,0.0003077683,0.0006397564,0.0001288838,0.0001100543,0.0007105854],"category_scores_gemma":[0.0004711495,0.00008836382,0.0001361314,0.0007649015,0.0001737872,0.0003531601,0.0002893326,0.0001077222,0.0001027717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093017,"about_ca_system_score_gemma":0.0007967862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2305256,"about_ca_topic_score_gemma":0.4205647,"domain_scores_codex":[0.9999238,0.000008370142,0.000003963439,0.00001936489,0.00001893105,0.000025502],"domain_scores_gemma":[0.9998216,0.00002799947,0.00005722293,0.00000801143,0.00006095673,0.00002426523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008311643,0.00001535749,0.9888129,0.00003959872,0.00003503621,0.00006987454,0.0009496844,0.000675554,0.003672723,0.0000683048,0.0001829661,0.005394849],"study_design_scores_gemma":[9.557141e-7,0.000005725766,0.9986853,0.000003633986,0.000005505008,0.000006206002,0.0003056533,0.0003725912,0.0002139395,0.000008951298,0.0003899042,0.000001695359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984963,0.0001079982,0.0001058599,0.00002128219,0.000001647619,0.000003697719,0.0004395653,0.000004958771,0.0008187421],"genre_scores_gemma":[0.9989675,0.0001038484,0.0001048572,0.000005570989,0.000003247073,0.000005336407,0.000472447,0.000003461832,0.0003336557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2305256,"threshold_uncertainty_score":0.4583676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427856678082941,"score_gpt":0.2710746764761206,"score_spread":0.2467961096952912,"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."}}