{"id":"W3114216311","doi":"10.1001/amaguidesnewsletters.2007.sepoct02","title":"Impairment Evaluation: Use of the Guides in Ontario for Defining “Catastrophic Impairment”: Challenges and Controversies","year":2007,"lang":"en","type":"article","venue":"AMA guides newsletter","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adjudication; Warrant; Functional impairment; Psychology; Cognitive impairment; Compensation (psychology); Memory impairment; Medicine; Law; Political science; Psychiatry; Social psychology; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006695827,0.0001645066,0.0002075383,0.00007668373,0.00005259773,0.00001856073,0.0001158275,0.0000751539,0.00002915938],"category_scores_gemma":[0.00006574418,0.0001237638,0.00008246795,0.00005252986,0.00006694579,0.0001532913,0.00004983303,0.0001271103,0.000002382025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002128911,"about_ca_system_score_gemma":0.00003948846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244265,"about_ca_topic_score_gemma":0.02890807,"domain_scores_codex":[0.9988775,0.00002894232,0.0004022762,0.000175875,0.000209361,0.0003060191],"domain_scores_gemma":[0.9992666,0.0003278066,0.00006388628,0.0002438478,0.00005549816,0.00004231601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007870116,0.0004574621,0.4741666,0.0007580939,0.001069083,0.00004038962,0.03357364,0.1328826,0.004993957,0.007863638,0.1432499,0.2001577],"study_design_scores_gemma":[0.001866969,0.0001202726,0.9567372,0.0001190108,0.00006681071,0.00001176581,0.0003917724,0.002821529,0.0005376393,0.0001962577,0.03693078,0.0002000473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945958,0.001372953,0.0004973967,0.002121362,0.000293506,0.0005978695,0.00001037698,0.0000456761,0.0004650059],"genre_scores_gemma":[0.9960974,0.00009132999,0.003016053,0.0006041954,0.00005903635,0.00003315103,0.00000809449,0.000021406,0.00006933038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4825706,"threshold_uncertainty_score":0.9888119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03833596231310293,"score_gpt":0.2366256394261168,"score_spread":0.1982896771130138,"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."}}