{"id":"W4416977076","doi":"10.3389/fpsyt.2025.1715886","title":"Pathological fixation on shared beliefs: a review and bibliometric analysis of extreme, overvalued and delusion-like beliefs","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Psychology of Moral and Emotional Judgment","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council","keywords":"Foundation (evidence); MEDLINE; Discipline; Pathological; Systematic review; Bibliometrics; Conceptual framework","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01274464,0.001048951,0.004834569,0.1365469,0.00135715,0.005390041,0.00191062,0.001524946,0.005024543],"category_scores_gemma":[0.07284782,0.0007665283,0.00451111,0.1263475,0.002022985,0.00565593,0.003147973,0.001110818,0.0006564879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003977743,"about_ca_system_score_gemma":0.009048335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005574842,"about_ca_topic_score_gemma":0.009654287,"domain_scores_codex":[0.9820992,0.003375492,0.007081121,0.001589433,0.005311834,0.0005430107],"domain_scores_gemma":[0.8704832,0.09378428,0.01971891,0.001914836,0.01294243,0.001156276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0004749582,0.00008993577,0.04315541,0.6108298,0.006256253,0.0007782464,0.004213808,0.0004159925,0.0007643421,0.003161161,0.01191968,0.3179403],"study_design_scores_gemma":[0.0001694571,0.0003815187,0.1825617,0.5946295,0.0359439,0.004110215,0.01088816,0.0009118763,0.001326424,0.006291352,0.162432,0.0003539407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02655946,0.9562739,0.001119216,0.002366391,0.0003538493,0.0005877503,0.00822438,0.00009244326,0.004422606],"genre_scores_gemma":[0.1142307,0.8754107,0.002484536,0.0007350127,0.000401641,0.0008365355,0.005364475,0.00004554982,0.0004908629],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8634531,"threshold_uncertainty_score":0.06740087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05600227632995113,"score_gpt":0.3005232115797048,"score_spread":0.2445209352497537,"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."}}