{"id":"W7100884802","doi":"","title":"Shrinkage Estimation for Aalen's Additive Model","year":2012,"lang":"en","type":"article","venue":"","topic":"Concrete Properties and Behavior","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permission; Windsor; Estimation; Legislation; Resource (disambiguation); Documentation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003862499,0.0009151781,0.001347421,0.001640849,0.0006774173,0.001767726,0.001665786,0.001236061,0.008781241],"category_scores_gemma":[0.01593515,0.0007896398,0.00164088,0.001265062,0.0006256722,0.001977736,0.001396013,0.002639651,0.004300341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009078307,"about_ca_system_score_gemma":0.001716832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008810593,"about_ca_topic_score_gemma":0.01527287,"domain_scores_codex":[0.9987005,0.0005586359,0.00006840147,0.0002142917,0.0003805762,0.00007744298],"domain_scores_gemma":[0.9953903,0.003070206,0.0002209134,0.0006223354,0.0006093458,0.00008686038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002102449,0.0001145516,0.002641026,0.0003543588,0.0002023012,0.0001682974,0.0002348129,0.5714226,0.003493404,0.08533132,0.01626707,0.31956],"study_design_scores_gemma":[0.000008113804,0.00001938444,0.0006868034,0.00003744472,0.00002083224,0.00004946125,0.00002764784,0.9758026,0.0007413431,0.01677013,0.005817615,0.00001865331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00778201,0.0003554768,0.9879571,0.0001854643,0.00006145073,0.00003468075,0.0003910709,0.0006002313,0.002632544],"genre_scores_gemma":[0.2553219,0.00147802,0.7126568,0.0001928744,0.0001983232,0.0003260131,0.003810331,0.001179389,0.02483635],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008810593,"threshold_uncertainty_score":0.02937621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145058606873225,"score_gpt":0.3097034867059712,"score_spread":0.1951976260186487,"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."}}