{"id":"W4411551470","doi":"10.1371/journal.pone.0323199","title":"Compass—Canada’s first child psychiatry access program: Implementation and lessons learned","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; McMaster University; University of British Columbia","funders":"","keywords":"Compass; Child and adolescent psychiatry; Medicine; Psychiatry; Library science; Computer science; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004902145,0.000650381,0.0003924739,0.001286403,0.005254463,0.003113565,0.003656336,0.001403284,0.005164413],"category_scores_gemma":[0.008394517,0.0003949448,0.0006543819,0.001689959,0.00151058,0.001115458,0.002799048,0.003564283,0.0005944193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0490053,"about_ca_system_score_gemma":0.301386,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9469307,"about_ca_topic_score_gemma":0.9843642,"domain_scores_codex":[0.9957739,0.000697355,0.00009495687,0.0001955069,0.00164221,0.001596123],"domain_scores_gemma":[0.9791628,0.0009028688,0.0004473685,0.0002384989,0.004457621,0.0147908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004176308,0.002587827,0.1245104,0.001669505,0.0000946548,0.001493084,0.006449666,0.001212673,0.001211845,0.003835906,0.3392749,0.517242],"study_design_scores_gemma":[0.0007644851,0.001512486,0.6161436,0.007462671,0.0001174587,0.0006908326,0.02950581,0.00280176,0.001109126,0.001845076,0.3378957,0.0001509799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3980973,0.01791898,0.00558753,0.4673644,0.004304971,0.008397073,0.009857081,0.001453677,0.08701899],"genre_scores_gemma":[0.7563891,0.02908093,0.07425104,0.08540348,0.001602335,0.004582576,0.01159728,0.0002963165,0.03679703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05306929,"threshold_uncertainty_score":0.35556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08296673926180156,"score_gpt":0.36611454168785,"score_spread":0.2831478024260484,"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."}}