{"id":"W4416571527","doi":"10.1186/s40359-025-03587-y","title":"Emotion regulation in Premenstrual Dysphoric Disorder and Premenstrual Syndrome: a systematic review","year":2025,"lang":"en","type":"article","venue":"BMC Psychology","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR Maudsley Biomedical Research Centre","keywords":"Premenstrual dysphoric disorder; Identification (biology); Affect (linguistics); Psychological research; Menstrual cycle; Research design","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":[],"consensus_categories":[],"category_scores_codex":[0.003943314,0.001058521,0.005657368,0.00593867,0.0005961833,0.002547259,0.001355618,0.002164475,0.003337037],"category_scores_gemma":[0.01867373,0.0006795368,0.004662374,0.006483682,0.0007905086,0.00187453,0.001227534,0.001109505,0.0002627616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002602311,"about_ca_system_score_gemma":0.008054064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006213944,"about_ca_topic_score_gemma":0.0132814,"domain_scores_codex":[0.9967716,0.001090074,0.00112393,0.0003028264,0.0005684502,0.0001429886],"domain_scores_gemma":[0.9862633,0.01044959,0.002113707,0.0001577524,0.0008655388,0.0001500797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001300508,0.00002759419,0.000761218,0.9404479,0.002955694,0.00009391579,0.0004020009,0.00006995389,0.0001100918,0.0002880293,0.001235192,0.05347828],"study_design_scores_gemma":[0.0001158193,0.0001888061,0.006016349,0.951829,0.02055382,0.0005459387,0.00051413,0.00006765227,0.0001087491,0.0002842349,0.01974305,0.00003254826],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006203429,0.998874,0.00005005133,0.0001098894,0.00004639952,0.0000784046,0.00006471288,0.000002668248,0.0001535581],"genre_scores_gemma":[0.009659297,0.9893044,0.0002835765,0.0002956185,0.00005580743,0.000249163,0.00007663759,0.000002376565,0.00007307609],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006213944,"threshold_uncertainty_score":0.02085447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970157285153852,"score_gpt":0.3665108019010928,"score_spread":0.3468092290495542,"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."}}