{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03419182,0.0006431586,0.0005490222,0.002042454,0.0009540629,0.001570986,0.001537738,0.0009159021,0.001241541],"category_scores_gemma":[0.08025241,0.0004228431,0.001320855,0.002501491,0.001155672,0.001080745,0.001456218,0.0009167748,0.0006585217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002131771,"about_ca_system_score_gemma":0.005428485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02845759,"about_ca_topic_score_gemma":0.02772977,"domain_scores_codex":[0.9839504,0.006530873,0.00188256,0.001762732,0.005161163,0.0007122812],"domain_scores_gemma":[0.8777252,0.0489935,0.03034072,0.01669113,0.02371888,0.002530493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005126687,0.0005498615,0.9919525,0.0001341683,0.0002714901,0.0001160524,0.0006246733,0.0002982609,0.0003719114,0.0001243739,0.0005085956,0.004535479],"study_design_scores_gemma":[0.0002615365,0.0007636795,0.9873239,0.000264054,0.0003247124,0.0006107129,0.0006499439,0.006325989,0.0008173286,0.00009399588,0.002528554,0.00003565606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938083,0.0001776175,0.001513403,0.00008246237,0.00001358125,0.0006413772,0.00316148,0.00001840072,0.0005834076],"genre_scores_gemma":[0.9844118,0.0001419138,0.003567762,0.0001468689,0.00002780404,0.000521003,0.01099484,0.00001667688,0.0001713756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03419182,"threshold_uncertainty_score":0.1808258,"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."}}