{"id":"W2138397836","doi":"10.1111/1467-9469.00060","title":"Efficient Estimation of Fixed and Time‐varying Covariate Effects in Multiplicative Intensity Models","year":2001,"lang":"en","type":"article","venue":"Scandinavian Journal of Statistics","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"National Institutes of Health","keywords":"Covariate; Mathematics; Estimator; Multiplicative function; Martingale (probability theory); Parametric statistics; Applied mathematics; Additive model; Semiparametric model; Parametric model; Monte Carlo method; Statistics; Econometrics; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007817372,0.0001344837,0.0005037141,0.0001579749,0.00004333743,0.0000182563,0.0001009631,0.00005540913,0.00002467704],"category_scores_gemma":[0.003405649,0.0001125453,0.00003220566,0.0001924725,0.000133621,0.0000494427,0.00003963327,0.000222487,0.000001647042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006736234,"about_ca_system_score_gemma":0.00004025637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002037314,"about_ca_topic_score_gemma":0.00000106944,"domain_scores_codex":[0.9986256,0.0001623631,0.0006603344,0.0001228683,0.0002493978,0.0001794338],"domain_scores_gemma":[0.9962033,0.002645405,0.0005689911,0.0001178645,0.0003473661,0.0001170407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001800039,0.0009994456,0.009274678,0.001294855,0.000231545,0.0006031469,0.008464117,0.04243905,0.004381688,0.7439348,0.0005415946,0.186035],"study_design_scores_gemma":[0.0007856978,0.0002502738,0.008544138,0.0004928375,0.00005245456,0.00007275079,0.00004320588,0.5328742,0.0002947592,0.4565046,4.903376e-7,0.00008454142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2210817,0.00004022736,0.7783962,0.00002348251,0.00006386193,0.0001463057,0.00005800778,0.000004164513,0.0001860474],"genre_scores_gemma":[0.5253509,0.00001471359,0.4745986,0.000008639272,0.000009294456,0.000001226535,0.00000111483,0.000007205065,0.000008193377],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4904352,"threshold_uncertainty_score":0.4589466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06947672059333734,"score_gpt":0.3455624166559765,"score_spread":0.2760856960626391,"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."}}