{"id":"W4405420399","doi":"10.2147/jpr.s485000","title":"Risk Factors and Diagnostic Model Construction of Chronic Pain with Cognitive Impairment","year":2024,"lang":"en","type":"article","venue":"Journal of Pain Research","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cognitive impairment; Chronic pain; Cognition; Intensive care medicine; Physical medicine and rehabilitation; Physical therapy; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02185404,0.002470015,0.001460197,0.00670762,0.00119836,0.003080053,0.00189408,0.00120609,0.003381433],"category_scores_gemma":[0.04649283,0.0005989473,0.004450148,0.002147029,0.001118017,0.001236461,0.002485152,0.002037712,0.0005130605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001596298,"about_ca_system_score_gemma":0.00336199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01431578,"about_ca_topic_score_gemma":0.00534961,"domain_scores_codex":[0.9892532,0.007075134,0.0006265373,0.001457544,0.0008658328,0.000721751],"domain_scores_gemma":[0.9658445,0.02631048,0.003110387,0.00110849,0.002404573,0.001221584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006564474,0.0003400035,0.9529796,0.0001326054,0.001212573,0.0003829378,0.0004270021,0.0195043,0.0001400479,0.001684203,0.00143479,0.02110536],"study_design_scores_gemma":[0.0001649061,0.0005730726,0.1538274,0.0002339305,0.001329523,0.0009753776,0.0008071456,0.8286912,0.0002781386,0.01184774,0.001169533,0.0001019775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8860262,0.001601027,0.1049487,0.002190869,0.0002780945,0.0009187273,0.001417936,0.0004828672,0.002135728],"genre_scores_gemma":[0.9819602,0.0002610404,0.01562284,0.00006448356,0.00007893868,0.000354306,0.001375636,0.0000158335,0.0002667977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02185404,"threshold_uncertainty_score":0.1155765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03486168950061472,"score_gpt":0.3543160002090906,"score_spread":0.3194543107084759,"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."}}