{"id":"W2102852779","doi":"10.1016/j.injury.2010.07.234","title":"Identifying predictors of early non-recovery in a compensation setting: The Whiplash Outcome Study","year":2010,"lang":"en","type":"article","venue":"Injury","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Whiplash; Psychological intervention; Physical therapy; Population; Medicine; Occupational safety and health; Mental health; Poison control; Psychology; Physical medicine and rehabilitation; Psychiatry; Medical emergency; Environmental health","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":[0.00100657,0.00008429996,0.0001902108,0.0001448798,0.00004008792,0.00001371909,0.00008336863,0.00006845489,0.00003877561],"category_scores_gemma":[0.0003992872,0.00005582054,0.00008069207,0.000204142,0.00006842746,0.00009699858,0.0000337473,0.0003279036,0.0000190783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002352161,"about_ca_system_score_gemma":0.00003828318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002012817,"about_ca_topic_score_gemma":0.0002383361,"domain_scores_codex":[0.998975,0.00008429886,0.0004066252,0.0001488431,0.0002688931,0.0001163446],"domain_scores_gemma":[0.9992722,0.0002244827,0.0001159612,0.0002825759,0.00006756816,0.00003723631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000107397,0.0002329912,0.9495438,0.0001192241,0.00002296754,6.958816e-7,0.003188314,0.000002522159,0.04492467,0.00002141439,0.00009035009,0.001745687],"study_design_scores_gemma":[0.0006482747,0.0005209263,0.9968184,0.00006650458,0.0000253146,4.323518e-7,0.001265228,0.00008010544,0.0003869789,0.00009807035,0.00003688331,0.0000529064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997441,0.000005039032,0.0000261373,0.0003151933,0.0007248247,0.0008953923,0.000003267274,0.00002146984,0.0005676572],"genre_scores_gemma":[0.9994281,7.234383e-7,0.0001726972,0.00006933188,0.0001167967,0.00002750571,0.000005911023,0.0000113192,0.0001676365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04727461,"threshold_uncertainty_score":0.2276295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636583101816287,"score_gpt":0.3238358380630614,"score_spread":0.3074700070448986,"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."}}