{"id":"W4308912658","doi":"10.2196/41456","title":"Scientific Publication Patterns of Systematic Reviews on Psychosocial Interventions Improving Well-being: Bibliometric Analysis","year":2022,"lang":"en","type":"review","venue":"Interactive Journal of Medical Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Psychological intervention; Bibliometrics; Psychology; Scientific literature; Computer science; Library science; Psychotherapist; Psychiatry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.05442054,0.0003294373,0.003579182,0.1490579,0.0003387429,0.0002910879,0.002608169,0.0003688511,0.02817114],"category_scores_gemma":[0.0363634,0.0002308795,0.003574498,0.1075687,0.0002212661,0.000258127,0.0004955831,0.004848182,0.0003228789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002641389,"about_ca_system_score_gemma":0.002408072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005317758,"about_ca_topic_score_gemma":0.00008459859,"domain_scores_codex":[0.9757057,0.01185331,0.004737322,0.000651259,0.006405475,0.000646896],"domain_scores_gemma":[0.9754727,0.01576713,0.005465824,0.0009807704,0.001575026,0.0007385079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006721243,0.001394403,0.00005356424,0.1840201,0.001742026,0.00006427235,0.0007502891,4.183954e-8,2.059153e-7,0.0003381786,0.007407226,0.8041624],"study_design_scores_gemma":[0.0003872135,0.001032677,0.0001448621,0.1302861,0.002032462,0.00008455966,0.0009605775,0.00001059648,4.175467e-7,0.00004130631,0.8648663,0.0001529314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002055136,0.9901941,0.001021342,0.0006211383,0.00361894,0.002308449,0.00005772889,0.000008034049,0.001964695],"genre_scores_gemma":[0.003116358,0.9935886,0.00001312858,0.0000796133,0.0004801001,0.000490513,0.00007904023,0.00004181817,0.002110864],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8574591,"threshold_uncertainty_score":0.9974477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.510342165905254,"score_gpt":0.6549364903757274,"score_spread":0.1445943244704734,"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."}}