{"id":"W2243067907","doi":"","title":"Overview of Ice Rubble Generators and Ice Protection Structures in Temperate Regions","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rubble; Berm; Engineering; Geology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001342449,0.00007346534,0.0001089664,0.00005111073,0.00007690776,0.00001454538,0.00006233154,0.00004605414,0.0005575248],"category_scores_gemma":[0.00002517823,0.00005962285,0.00001806354,0.0001478742,0.0000600793,0.0001509401,0.000007484291,0.0001041074,0.000009731489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004424906,"about_ca_system_score_gemma":0.00003151012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009670589,"about_ca_topic_score_gemma":0.002293064,"domain_scores_codex":[0.9994313,0.00004453871,0.0001457547,0.0001340598,0.0001061252,0.0001381953],"domain_scores_gemma":[0.9997622,0.00003296504,0.00005067834,0.00008815542,0.00001929284,0.00004666044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001522039,0.00007041333,0.5818282,0.0003670339,0.00005104259,0.0000127294,0.003148526,0.01236924,0.01016944,0.01284277,0.0005436785,0.3784447],"study_design_scores_gemma":[0.0009690196,0.000247255,0.8440248,0.0001323662,0.00003934618,0.00007599365,0.0009605774,0.1098029,0.001965213,0.02826636,0.01305913,0.0004570216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956701,0.0002440381,0.0001783873,0.0006784565,0.00005964313,0.0001271865,0.00001488226,0.0000118758,0.003015397],"genre_scores_gemma":[0.9952276,0.0003972066,0.003987748,0.0001954786,0.00007019073,0.000001034053,0.00001043743,0.000002136297,0.000108133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3779877,"threshold_uncertainty_score":0.6104506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0232428564928203,"score_gpt":0.2286280705349049,"score_spread":0.2053852140420847,"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."}}