{"id":"W3133729205","doi":"10.12927/hcpol.2021.26436","title":"Commentary: Time to Improve Access to Psychotherapies – A Family Medicine Perspective","year":2021,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montfort Hospital; College of Family Physicians of Canada","funders":"","keywords":"Mental health; Toll; Precarity; Perspective (graphical); Anxiety; Psychology; Pandemic; Depression (economics); Cognition; Psychiatry; Coronavirus disease 2019 (COVID-19); Public relations; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002008842,0.0003080126,0.0004795995,0.0003952814,0.0003151166,0.0000583588,0.000416457,0.0001211004,0.00436543],"category_scores_gemma":[0.00004443637,0.0002748174,0.00007322797,0.001149257,0.00005841905,0.0001291211,0.0001448997,0.000222914,0.003100434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007570934,"about_ca_system_score_gemma":0.0001591865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07482976,"about_ca_topic_score_gemma":0.00231034,"domain_scores_codex":[0.9973517,0.00030183,0.000440204,0.00076492,0.0002963124,0.0008450003],"domain_scores_gemma":[0.9979749,0.0001275383,0.0001006909,0.0007106983,0.0002521437,0.0008339961],"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":[0.0008724185,0.0006547199,0.003384385,0.0001654774,0.0002301944,0.0001455279,0.03435868,5.574121e-7,0.001111822,0.02767452,0.7290322,0.2023695],"study_design_scores_gemma":[0.006542411,0.004303838,0.2064389,0.0006093208,0.000063877,0.00008050087,0.01965521,0.00000553826,0.0007417609,0.01196918,0.7485088,0.001080723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1096828,0.002664599,0.00003693386,0.8421662,0.00101606,0.001590694,0.0002163636,0.0001445114,0.04248185],"genre_scores_gemma":[0.3801321,0.0001296959,0.0003235177,0.6011441,0.002644107,0.0007167763,0.00008762275,0.00008198832,0.01474011],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2704493,"threshold_uncertainty_score":0.9999704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07419408358346684,"score_gpt":0.4870347429048995,"score_spread":0.4128406593214327,"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."}}