{"id":"W4402991398","doi":"10.1017/ipm.2024.39","title":"General practitioner referrals to a child and adolescent mental health service (CAMHS): pre and post COVID-19 pandemic","year":2024,"lang":"en","type":"article","venue":"Irish Journal of Psychological Medicine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bamfield Marine Sciences Centre","funders":"","keywords":"Medicine; Pandemic; Anxiety; Referral; Mental health; Psychological intervention; Psychiatry; Coronavirus disease 2019 (COVID-19); Depression (economics); Harm; Family medicine; Psychology; Internal medicine; Disease","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001745585,0.0002434473,0.0005285661,0.0002836256,0.0001801653,0.00003303448,0.0001744061,0.0001627652,0.001050619],"category_scores_gemma":[0.0002277201,0.0001604097,0.00006080514,0.00034453,0.0001508852,0.0001217675,0.0000659705,0.0008209401,0.00003277463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004047398,"about_ca_system_score_gemma":0.0001503145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004241753,"about_ca_topic_score_gemma":0.00007683847,"domain_scores_codex":[0.9974439,0.0004069558,0.0008288269,0.0005012419,0.0003926593,0.0004264722],"domain_scores_gemma":[0.9977668,0.0002245501,0.000277,0.0002011279,0.00009346732,0.001437065],"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":[0.003568931,0.0009343522,0.01297222,0.0009676004,0.0001729366,0.0005336179,0.0144208,0.000003852075,0.002717444,0.0008836669,0.8766862,0.08613845],"study_design_scores_gemma":[0.004453812,0.006535074,0.4055317,0.001596499,0.00007309509,0.01659331,0.002408195,0.00001267254,0.000002829038,0.0004310578,0.5620982,0.0002635213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6331962,0.02013577,0.0005669284,0.3417034,0.001954848,0.0005848385,0.00006178102,0.0000631212,0.001733138],"genre_scores_gemma":[0.7298216,0.003720876,0.0003340117,0.2642921,0.001252201,0.00001322816,0.00002103071,0.00002274237,0.0005221638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3925595,"threshold_uncertainty_score":0.9998626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1867411642163402,"score_gpt":0.5230958937533041,"score_spread":0.3363547295369639,"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."}}