{"id":"W4412696131","doi":"10.1177/10398562251363005","title":"Psychiatrist supply and demand projections from the Department of Health, Disability and Ageing – The map is not the territory","year":2025,"lang":"en","type":"editorial","venue":"Australasian Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Workforce; Compendium; Context (archaeology); Baseline (sea); Workforce development; Workforce planning; Supply and demand; Plan (archaeology); Business; Psychology; Medicine; Gerontology; Political science; Economic growth; Economics; Geography","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":[0.007934604,0.001877928,0.001388835,0.002994325,0.002791242,0.00584871,0.002317251,0.008699566,0.01050204],"category_scores_gemma":[0.02759013,0.0008120438,0.001293204,0.00188935,0.002090258,0.003994875,0.001505699,0.01290664,0.007685709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003254168,"about_ca_system_score_gemma":0.005083622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0101429,"about_ca_topic_score_gemma":0.0180469,"domain_scores_codex":[0.9957498,0.001174324,0.0005119136,0.000355812,0.002037391,0.0001706295],"domain_scores_gemma":[0.9788964,0.01164627,0.0009042127,0.0003616516,0.006794696,0.00139665],"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":[0.000007459691,0.000003902619,0.00002834507,0.0001489675,0.000003797761,0.00004030448,0.00003108513,0.00002452303,0.00001121938,0.0003577544,0.994971,0.004371512],"study_design_scores_gemma":[0.000008516596,0.00001183225,0.000302203,0.0008538066,0.00001163529,0.00009449737,0.000140181,0.00008906479,0.00003096664,0.001307495,0.997138,0.00001186479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005498558,0.01033202,0.0001917433,0.1002657,0.8852902,0.00001949312,0.0002026476,0.00004082925,0.003602287],"genre_scores_gemma":[0.001303541,0.02190897,0.0003261396,0.03956436,0.9237557,0.00003942022,0.0001750227,0.0000733366,0.01285356],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01050204,"threshold_uncertainty_score":0.04196268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01814132838831968,"score_gpt":0.3845462824167761,"score_spread":0.3664049540284565,"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."}}