{"id":"W4399775956","doi":"10.1186/s12960-024-00911-2","title":"Physician assistants/associates in psychiatry: a workforce analysis","year":2024,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Capital Commission","funders":"","keywords":"Workforce; Medicine; Pacific islanders; Health services research; Family medicine; Psychiatry; Public health; Nursing; Population","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001884469,0.000191706,0.0005354304,0.0005308408,0.001314157,0.00008175879,0.0002065123,0.0001621459,0.0001844789],"category_scores_gemma":[0.00004535089,0.0001701269,0.0002197406,0.001409305,0.00003895166,0.0001420669,0.00003370715,0.0007033469,0.00006963743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004091556,"about_ca_system_score_gemma":0.0003158568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001086019,"about_ca_topic_score_gemma":0.01160379,"domain_scores_codex":[0.9971766,0.0005346917,0.0007155903,0.0004620882,0.0002537075,0.0008573152],"domain_scores_gemma":[0.9983428,0.0007894721,0.000348405,0.0003082948,0.0000444694,0.0001666253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00049686,0.0006257979,0.420676,0.005529629,0.001369519,0.000009494049,0.076681,0.0001894041,0.00004571005,0.08894178,0.358626,0.04680879],"study_design_scores_gemma":[0.0005805699,0.0002246487,0.1613131,0.001438273,0.0002412405,1.900466e-7,0.007244051,0.001561039,3.561678e-7,0.008266353,0.8188905,0.0002396918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.898802,0.01495381,0.0004208487,0.0468705,0.002616435,0.001795384,0.0002280041,0.0005920005,0.03372106],"genre_scores_gemma":[0.9784998,0.0001692876,0.0007519057,0.006464662,0.001223238,0.000237983,0.0001156573,0.00007728118,0.01246015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4602645,"threshold_uncertainty_score":0.999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06316835750246343,"score_gpt":0.4848498985975805,"score_spread":0.4216815410951171,"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."}}