{"id":"W31607421","doi":"10.1016/j.pediatrneurol.2019.07.004","title":"Holistic Ice Sheet Modeling: A First-Order Approach","year":2012,"lang":"en","type":"article","venue":"Pediatric Neurology","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fondation Brain Canada","keywords":"Order (exchange); Computer science; Geology; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003021845,0.0001551858,0.0002258229,0.0001347057,0.000164904,0.0000195902,0.0002443159,0.000144476,0.0009519602],"category_scores_gemma":[0.0001889803,0.0001190321,0.00007976602,0.0004635698,0.00003160991,0.0001077828,0.00002428576,0.0002827914,0.0007978044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.785809e-7,"about_ca_system_score_gemma":0.00001660936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009190441,"about_ca_topic_score_gemma":0.0001069622,"domain_scores_codex":[0.9985384,0.0001145983,0.0002262292,0.0003283739,0.0001777692,0.000614592],"domain_scores_gemma":[0.9992971,0.0001619072,0.00005722111,0.000211376,0.00004107213,0.0002313501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001656902,0.00004024191,0.5513332,0.000009677439,0.000005415197,0.000003522847,0.00004296747,0.4475393,7.131339e-8,0.00003088761,0.0003438573,0.0006342994],"study_design_scores_gemma":[0.0001340389,0.0000849489,0.05326416,1.370209e-7,0.00009481815,0.00003002033,0.000009456204,0.9443996,3.823648e-8,0.0003841582,0.00144988,0.0001487647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567144,0.002302051,0.03080783,0.00103366,0.0005917012,0.00009059133,0.00001860578,0.0001182114,0.008322938],"genre_scores_gemma":[0.9957659,0.0002657282,0.001261845,0.00123,0.001306692,0.000002544556,0.00006505862,0.000004223041,0.00009796413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.498069,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0464886090746051,"score_gpt":0.2274353477484333,"score_spread":0.1809467386738282,"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."}}