{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004694159,0.0001357178,0.0003823225,0.00006803449,0.00005772597,0.00001985047,0.0001478485,0.0001393149,0.000008501173],"category_scores_gemma":[0.0001100455,0.00008162201,0.00006343844,0.0001430827,0.0002163258,0.0001927794,0.00007207095,0.000302839,0.000001555731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000816293,"about_ca_system_score_gemma":0.00001480448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000265233,"about_ca_topic_score_gemma":0.000002000402,"domain_scores_codex":[0.9986406,0.0004644004,0.0005153966,0.00009789378,0.0001656293,0.0001160885],"domain_scores_gemma":[0.9971346,0.001938632,0.0005739245,0.0001285216,0.0001904031,0.00003395961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008650231,0.0001378697,0.1872326,0.0001669551,0.0001429443,8.454513e-7,0.002943144,0.001943792,0.006630502,0.7986475,0.00001762435,0.00204977],"study_design_scores_gemma":[0.0001714922,0.0001289971,0.4823552,0.0001633713,0.00003224075,0.000003194865,0.0005300631,0.02982405,0.0001117425,0.4866149,5.065802e-7,0.00006426654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977504,0.00003755984,0.02166264,0.0001889776,0.0000110317,0.000302421,0.000005373,0.000009985433,0.0002779852],"genre_scores_gemma":[0.9922749,0.00002164332,0.007547975,0.00004346005,0.00002787997,0.000003286823,0.000001980017,0.000009839163,0.00006904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3120326,"threshold_uncertainty_score":0.3328449,"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."}}