{"id":"W2091494783","doi":"10.1016/j.shpsc.2007.12.009","title":"The biomedical standardization of premenstrual syndrome","year":2008,"lang":"en","type":"article","venue":"Studies in History and Philosophy of Science Part C Studies in History and Philosophy of Biological and Biomedical Sciences","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Institute of Mental Health; Health Canada; National Institutes of Health","keywords":"Premenstrual dysphoric disorder; Objectivity (philosophy); Standardization; Psychiatry; Construct (python library); Etiology; Psychology; Clinical psychology; Medicine; Political science; Menstrual cycle; Epistemology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00262204,0.0002204053,0.0008616844,0.0003805088,0.0006101218,0.000001442695,0.0002353436,0.0001263052,0.00001571663],"category_scores_gemma":[0.001292768,0.0001245627,0.00005965389,0.0007139269,0.1246714,0.0001267574,0.0002654404,0.0002122099,2.292041e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002252584,"about_ca_system_score_gemma":0.0003488643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002689899,"about_ca_topic_score_gemma":0.000005213156,"domain_scores_codex":[0.997146,0.0001399302,0.0009245413,0.0005784492,0.0008135525,0.0003975917],"domain_scores_gemma":[0.9984764,0.0006246453,0.0003300994,0.0001460539,0.0001825531,0.0002402513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0086629,0.006383054,0.497377,0.01749483,0.0009302857,0.0007173687,0.1542214,0.00001226294,0.009686873,0.2317915,0.009489785,0.0632327],"study_design_scores_gemma":[0.01478671,0.06256128,0.1822229,0.009878298,0.0003214367,0.001574816,0.04190759,0.0002886522,0.0005667685,0.5103354,0.1730645,0.002491599],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8541449,0.1399516,0.000003105188,0.002058946,0.001032817,0.000299702,0.00001774568,0.000007646653,0.002483475],"genre_scores_gemma":[0.9597262,0.03970825,0.0002821056,0.0001619449,0.00008499895,0.00001741333,0.000001843452,0.000002479781,0.00001481913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3151541,"threshold_uncertainty_score":0.8777108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2300947117745107,"score_gpt":0.3656610494568903,"score_spread":0.1355663376823796,"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."}}