{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002007954,0.0004343096,0.0006271743,0.0005302277,0.0001325025,0.00001732175,0.0001141387,0.0001412859,0.00003044504],"category_scores_gemma":[0.00004120037,0.0003059115,0.0001261291,0.001634309,0.000167691,0.0001831011,0.0000498092,0.0001680444,0.00003130517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114917,"about_ca_system_score_gemma":0.0001990723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001567166,"about_ca_topic_score_gemma":0.003037836,"domain_scores_codex":[0.9976275,0.0001392843,0.0004822653,0.0005606765,0.0005982277,0.0005920409],"domain_scores_gemma":[0.9987471,0.00008350702,0.0001796307,0.0006246347,0.0001814108,0.0001837739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001307143,0.00185548,0.9559287,0.0002691871,0.0004476878,0.0000058484,0.0006192659,0.00002133969,0.0007168759,0.00001189559,0.000003834366,0.0388127],"study_design_scores_gemma":[0.01192694,0.001329595,0.9709747,0.0001787531,0.0001322633,7.774739e-7,0.0004563468,0.00001063964,0.0008786773,0.000008031169,0.01376583,0.0003373966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763129,0.02205933,0.00001924076,0.0001224863,0.00009974721,0.001013697,0.000119958,0.0001770024,0.00007568161],"genre_scores_gemma":[0.9937649,0.005316103,0.0003021189,0.000007035824,0.00002614022,0.0001385854,0.0001545776,0.00009646646,0.0001940629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0384753,"threshold_uncertainty_score":0.9999393,"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."}}