{"id":"W2046661414","doi":"10.1016/j.jmpt.2013.07.009","title":"Examination of the Relationship Between Theory-Driven Policies and Allowed Lost-Time Back Claims in Workers' Compensation: A System Dynamics Model","year":2013,"lang":"en","type":"article","venue":"Journal of Manipulative and Physiological Therapeutics","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; University of Toronto; Canadian Memorial Chiropractic College","funders":"","keywords":"Compensation (psychology); Econometrics; Gini coefficient; Statistics; Actuarial science; Operations research; Inequality; Economics; Mathematics; Economic inequality","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001591502,0.0006959912,0.0006227553,0.0007711701,0.0008730723,0.00155622,0.001352569,0.001281453,0.003536385],"category_scores_gemma":[0.005496044,0.000468424,0.0006993019,0.0005116179,0.000830138,0.0008900809,0.0008248621,0.001136074,0.0002157487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009835761,"about_ca_system_score_gemma":0.007707239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4213642,"about_ca_topic_score_gemma":0.2056218,"domain_scores_codex":[0.9995443,0.0001326022,0.00001640674,0.00009238306,0.0000879676,0.0001263261],"domain_scores_gemma":[0.9977411,0.001347492,0.0003180062,0.00004400432,0.0004556624,0.00009367957],"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":[0.00002852569,0.00002959475,0.006607898,0.00002082312,0.00001736926,0.00004706825,0.00007610552,0.9895844,0.0001418778,0.002469305,0.0001934139,0.0007835728],"study_design_scores_gemma":[0.00001646444,0.00003622322,0.002862759,0.000007282735,0.00001412351,0.000009849547,0.0001000112,0.9954801,0.00008055117,0.001009605,0.000374691,0.000008425174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9383841,0.0001953769,0.03782957,0.001442858,0.00003791594,0.0002273009,0.00188135,0.000167617,0.01983401],"genre_scores_gemma":[0.994769,0.00008883827,0.001929845,0.00003555051,0.000004353295,0.00009579818,0.0002714816,0.000007739597,0.002797442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4213642,"threshold_uncertainty_score":0.8378232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.480003074903353,"score_gpt":0.4075307808169745,"score_spread":0.07247229408637851,"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."}}