{"id":"W4280628955","doi":"10.1007/s40801-022-00297-4","title":"Long-Acting Injectable Antipsychotics in a Prescription Claims Data Source: A Validation Study","year":2022,"lang":"en","type":"article","venue":"Drugs - Real World Outcomes","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health; University of Manitoba","funders":"University of Manitoba","keywords":"Paliperidone; Medical prescription; Risperidone; Medicine; Dosing; Medical record; Pharmacoepidemiology; Confidence interval; Pediatrics; Demography; Internal medicine; Schizophrenia (object-oriented programming); Psychiatry; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008434863,0.0001902563,0.0003964129,0.0005121232,0.0002659643,0.00006889216,0.0003091343,0.00002365367,0.0004592332],"category_scores_gemma":[0.0001040362,0.0001647833,0.00006701762,0.0009250697,0.0000244102,0.0002202255,0.000490451,0.0004807228,0.00003110247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003880275,"about_ca_system_score_gemma":0.0001747983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002012017,"about_ca_topic_score_gemma":0.002897731,"domain_scores_codex":[0.9975684,0.0002631123,0.0003941348,0.0005300639,0.0008268306,0.0004174731],"domain_scores_gemma":[0.998559,0.0001928843,0.0001119236,0.0009563111,0.00003854484,0.0001413623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003146156,0.00172968,0.9751567,0.00003035987,0.0001674875,0.0001711385,0.001547082,0.0001064421,0.00002773824,0.00007895288,0.0007091964,0.01712908],"study_design_scores_gemma":[0.007577232,0.0004368171,0.9850661,0.00002214565,0.0001209312,0.0000136316,0.004252308,0.001297317,0.00005432274,0.0001683811,0.0008304492,0.0001603561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946676,0.00006371545,0.00002702632,0.001267779,0.0002440135,0.001409075,0.00003779147,0.0001062804,0.002176675],"genre_scores_gemma":[0.9926168,0.00002372248,0.0004565462,0.0001059059,0.00007670145,0.0001500723,0.000614683,0.00003532159,0.0059202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01696872,"threshold_uncertainty_score":0.6719667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06347471143503726,"score_gpt":0.3711131617465185,"score_spread":0.3076384503114812,"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."}}