{"id":"W4317214116","doi":"10.1111/bdi.13302","title":"Quality of laboratory biomarker monitoring during treatment with lithium in patients with bipolar disorder","year":2023,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Vetenskapsrådet","keywords":"Lithium (medication); Creatinine; Mood stabilizer; Medicine; Bipolar disorder; Lithium therapy; Internal medicine; Mood; Lithium carbonate; Biomarker; Pediatrics; Psychiatry; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004234723,0.0002405023,0.0006520231,0.001241895,0.0006163018,0.001556208,0.0004412767,0.0004967947,0.0008504575],"category_scores_gemma":[0.01401659,0.0002255899,0.0007330725,0.002942601,0.0004143177,0.000542498,0.0007201312,0.0006979882,0.000143849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424482,"about_ca_system_score_gemma":0.0013372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01263227,"about_ca_topic_score_gemma":0.01503184,"domain_scores_codex":[0.992897,0.00288024,0.001705437,0.0006731353,0.001431625,0.0004124519],"domain_scores_gemma":[0.9775724,0.002964476,0.01618449,0.0005323843,0.002081658,0.0006646727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001102686,0.00001687312,0.996378,0.00006834602,0.0001084407,0.00002420349,0.00007947916,0.00004112407,0.00003054176,0.00001244739,0.0002379422,0.002892444],"study_design_scores_gemma":[0.00001530378,0.0001107025,0.9984356,0.0001071498,0.0001114928,0.0002163391,0.0001943895,0.0001921186,0.00006741567,0.00004586506,0.0004953519,0.00000826326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885846,0.006931186,0.0004156755,0.0007147547,0.00005798346,0.00004051528,0.001725808,0.00002048907,0.001509019],"genre_scores_gemma":[0.9979059,0.0007214589,0.0002645144,0.0001566933,0.00003366052,0.00002315075,0.000814409,0.000004176941,0.00007607088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01263227,"threshold_uncertainty_score":0.02511752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472400321506169,"score_gpt":0.2687080522408304,"score_spread":0.2539840490257687,"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."}}