{"id":"W7161946695","doi":"10.82308/45040","title":"Modeling ice loads using passive ice meter obervations in Quebec","year":2002,"lang":"en","type":"dissertation","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icing; Metre; Wind speed; Reliability (semiconductor); Freeboard; Intensity (physics); Sample (material); Spatial variability; Field (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005784287,0.0002985282,0.0003298546,0.0005301597,0.0000699926,0.00007189623,0.0001947825,0.0005095536,0.00006428172],"category_scores_gemma":[0.00007903221,0.0003072515,0.00007932178,0.0004088377,0.000009695792,0.0001925472,0.00001716938,0.0005269335,0.00003747115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002572188,"about_ca_system_score_gemma":0.00003016396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02508414,"about_ca_topic_score_gemma":0.05409902,"domain_scores_codex":[0.9988757,0.00001240892,0.0003869439,0.0002517855,0.0001646964,0.0003084984],"domain_scores_gemma":[0.9994856,0.00005288814,0.00004493908,0.000310726,0.0000806497,0.00002517685],"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":[0.000003802417,0.00001651724,0.00002438745,0.0002117786,0.00005293448,0.0000108932,0.001394418,0.9729505,0.001581548,0.0005075637,0.0005913603,0.02265429],"study_design_scores_gemma":[0.0001170756,0.000006005333,0.00005258659,0.0003703871,0.00004929614,0.000001717194,0.002054989,0.9857646,0.01075162,0.0003045933,0.0001319219,0.0003952128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8430776,0.000588907,0.1175005,0.00004696064,0.001323666,0.0003170019,0.00000873637,0.00263387,0.03450277],"genre_scores_gemma":[0.981478,0.0001087797,0.008899355,0.00004543118,0.0000672977,0.00003254759,0.0001524645,0.00009440726,0.009121673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1384004,"threshold_uncertainty_score":0.999938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281631098976032,"score_gpt":0.2523606339636839,"score_spread":0.2241975240660807,"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."}}