{"id":"W2003568511","doi":"10.1016/j.socscimed.2009.01.036","title":"Diagnosing and treating premenstrual syndrome in five western nations","year":2009,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Premenstrual dysphoric disorder; Medical prescription; Medicalization; Psychiatry; Medicine; Relevance (law); Alternative medicine; Family medicine; Political science; Menstrual cycle; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005676658,0.00009341195,0.0002449428,0.0002873851,0.0003784539,0.00001187996,0.00006573895,0.00004802137,0.00002867344],"category_scores_gemma":[0.0006859667,0.00007486535,0.00001401015,0.0009694281,0.0006224103,0.0001542801,0.00001222145,0.0001449038,0.000002291587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207357,"about_ca_system_score_gemma":0.0002140319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003548138,"about_ca_topic_score_gemma":0.0001320676,"domain_scores_codex":[0.9986457,0.00002144746,0.000250139,0.0002496732,0.0004604143,0.0003725816],"domain_scores_gemma":[0.9994891,0.00007279358,0.00006454583,0.00007201433,0.00006653188,0.000235026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008812251,0.0002374606,0.6057182,0.0001435635,0.000005853956,0.000220858,0.05986394,0.000001735727,0.002022246,0.005353888,0.0002818307,0.3260623],"study_design_scores_gemma":[0.002117015,0.0007496476,0.991033,0.0003697407,0.00001990638,0.0001156043,0.004377702,0.0001022939,0.00003085352,0.0008411071,0.0001476721,0.00009545832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701494,0.0002184715,0.00001342243,0.01009295,0.0001065371,0.0002921013,0.000001048616,0.00002826543,0.01909782],"genre_scores_gemma":[0.9977782,0.00004025976,0.00005843677,0.001816053,0.0001420762,0.000006836091,0.000003693108,0.000003650194,0.0001507659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3853148,"threshold_uncertainty_score":0.3052921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0282605953026241,"score_gpt":0.3755475643676495,"score_spread":0.3472869690650254,"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."}}