{"id":"W3178924717","doi":"10.1177/10398562211030011","title":"A clinical update on managed care implications for Australian psychiatric practice","year":2021,"lang":"en","type":"article","venue":"Australasian Psychiatry","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Psychiatry; Managed care; Medicine; Psychology; Clinical Practice; Nursing; Health care; Political science","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":[0.01332461,0.0005729795,0.000986315,0.004376274,0.00178016,0.004296884,0.001936466,0.005846609,0.007940386],"category_scores_gemma":[0.06806897,0.0006803594,0.001268543,0.004939863,0.002301222,0.006601938,0.004228071,0.008836959,0.001714278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006828442,"about_ca_system_score_gemma":0.01574995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01278735,"about_ca_topic_score_gemma":0.02800659,"domain_scores_codex":[0.9922326,0.002903746,0.001749368,0.0002497645,0.002484558,0.0003799932],"domain_scores_gemma":[0.9488794,0.0215298,0.004679283,0.001469795,0.01998406,0.003457707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003103547,0.00006183746,0.001159347,0.003558314,0.00003529715,0.00046366,0.001535908,0.0001366492,0.0001332154,0.007959774,0.6249198,0.3600053],"study_design_scores_gemma":[0.00002529938,0.00005835625,0.003096422,0.0117662,0.00004363751,0.001033718,0.0007080626,0.0001417775,0.00005035702,0.002879912,0.980164,0.00003228596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001841847,0.2832463,0.002473808,0.6379051,0.04937306,0.0002030493,0.0002655812,0.0001372939,0.02455391],"genre_scores_gemma":[0.02704264,0.6428449,0.01543241,0.2275802,0.07101211,0.0006623088,0.0008885648,0.0001327982,0.01440396],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01332461,"threshold_uncertainty_score":0.07046819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04120139209666836,"score_gpt":0.4440159431705067,"score_spread":0.4028145510738384,"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."}}