{"id":"W2572123286","doi":"10.1097/ajp.0000000000000477","title":"A Network Analysis of Depressive Symptoms in Individuals Seeking Treatment for Chronic Pain","year":2017,"lang":"en","type":"article","venue":"Clinical Journal of Pain","topic":"Mental Health Research Topics","field":"Psychology","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Saskatchewan","funders":"","keywords":"Centrality; Context (archaeology); Depression (economics); Chronic pain; Mood; Medicine; Depressive symptoms; Psychiatry; Clinical psychology; Psychology; Cognition","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":[0.001016157,0.0001759261,0.0001672222,0.001840246,0.00040659,0.00054768,0.0002677563,0.0002146664,0.001643595],"category_scores_gemma":[0.005540711,0.00009032241,0.0003322474,0.001344058,0.0002185871,0.0006116498,0.0005654276,0.0002385897,0.00007216055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007095115,"about_ca_system_score_gemma":0.0003591716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006388448,"about_ca_topic_score_gemma":0.00976593,"domain_scores_codex":[0.9995227,0.0002985053,0.00003052991,0.00006388945,0.00004710701,0.00003731852],"domain_scores_gemma":[0.997799,0.001372401,0.0004515135,0.00006898564,0.0001910041,0.0001170825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005731414,0.0001779368,0.926414,0.0002400754,0.0003575684,0.0003413764,0.003867362,0.00991855,0.001689543,0.003436611,0.0009238943,0.05205989],"study_design_scores_gemma":[0.00005140477,0.0003765323,0.8842852,0.00009597798,0.0002669989,0.00064778,0.005230824,0.09792892,0.0004489031,0.008562382,0.00207964,0.00002549392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905042,0.0002307355,0.007077693,0.0002691263,0.000008489777,0.00006080429,0.0004009698,0.00001464928,0.001433298],"genre_scores_gemma":[0.9966058,0.0001053775,0.002829997,0.00001189276,0.000005131101,0.00003222866,0.0002616841,0.000001573118,0.0001463125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006388448,"threshold_uncertainty_score":0.01270252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1985395954955153,"score_gpt":0.5439089090155101,"score_spread":0.3453693135199948,"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."}}