{"id":"W4323532700","doi":"10.1097/hrp.0000000000000359","title":"Why Don’t You Take This to a Friend? A Question Psychotherapists Should Ask More Often","year":2023,"lang":"en","type":"article","venue":"Harvard Review of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Olds College","funders":"","keywords":"Loneliness; Taboo; Worry; Psychology; Feeling; Mental health; Isolation (microbiology); Social isolation; Depression (economics); Psychiatry; Social psychology; Psychoanalysis; Anxiety; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008012314,0.000345169,0.0006422694,0.0002468434,0.0001444213,0.00002202816,0.0004618285,0.0001775227,0.01214769],"category_scores_gemma":[0.00002388687,0.0002822243,0.0002975833,0.001111958,0.00005833406,0.0001208669,0.00004795469,0.0002380329,0.006886719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005376459,"about_ca_system_score_gemma":0.00005037627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000561915,"about_ca_topic_score_gemma":0.0001647569,"domain_scores_codex":[0.9972343,0.0002642352,0.0008558734,0.000640145,0.000460152,0.0005452409],"domain_scores_gemma":[0.9983153,0.0000461465,0.0003386175,0.000947482,0.00008945781,0.0002629415],"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":[0.0001502726,0.0004247306,0.01133384,0.00665018,0.0001400539,0.00001112384,0.0005629972,2.982396e-7,0.00002062478,0.008947368,0.925142,0.0466165],"study_design_scores_gemma":[0.00095561,0.0003577637,0.02964618,0.009344809,0.0001208522,0.00001512084,0.0001780687,0.00000349275,0.00001088258,0.0008406409,0.958199,0.0003276374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1120736,0.3325965,0.0007573878,0.3927372,0.04047571,0.0145788,0.001021416,0.002064336,0.1036951],"genre_scores_gemma":[0.04000632,0.2464568,0.02676078,0.6124821,0.006134034,0.007833893,0.001639912,0.0008778217,0.05780829],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.219745,"threshold_uncertainty_score":0.999963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03835712883181141,"score_gpt":0.3975752972504343,"score_spread":0.3592181684186229,"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."}}