{"id":"W4234515087","doi":"10.1016/j.jsmc.2007.11.002","title":"Preface","year":2008,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Kingston General Hospital","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000343544,0.0001437741,0.0004153685,0.00008936842,0.0001177026,8.931709e-7,0.00007986613,0.0001217864,0.0008815572],"category_scores_gemma":[0.0008162847,0.0001052466,0.00006868947,0.0002268611,0.0002885977,0.0000342018,0.00002299556,0.0003159089,0.0003326089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003000219,"about_ca_system_score_gemma":0.000178231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003132361,"about_ca_topic_score_gemma":0.000004449038,"domain_scores_codex":[0.9984456,0.00003347786,0.0005198443,0.0002631313,0.0003920614,0.0003459433],"domain_scores_gemma":[0.9986645,0.0001806636,0.0001029651,0.0004017713,0.0001196087,0.0005304884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001731627,0.0009674673,0.4342449,0.0009126829,0.000156463,0.0008351372,0.004468662,0.0000128129,0.0001740037,0.001758279,0.3894491,0.1652889],"study_design_scores_gemma":[0.01626591,0.005203439,0.1656552,0.0003978474,0.0002502013,0.000991888,0.001366748,0.001227665,0.00009410102,0.0009088934,0.8072606,0.0003775273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9087501,0.002931203,0.0004387956,0.01711205,0.001399608,0.0005813208,0.000002942485,0.0001826437,0.06860137],"genre_scores_gemma":[0.9671745,0.00205232,0.001182331,0.02287074,0.0009231883,0.00001472169,0.00004891318,0.00002904674,0.005704269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4178115,"threshold_uncertainty_score":0.9652433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0783274680902732,"score_gpt":0.3875098465526567,"score_spread":0.3091823784623836,"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."}}