{"id":"W4413487225","doi":"10.64628/aam.qy9tnkwvc","title":"Workplaces need to do a better job at supporting menstruating workers","year":2024,"lang":"en","type":"article","venue":"","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Business","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003668847,0.0001549595,0.0002299599,0.0001641479,0.0001107979,0.00005970827,0.00005310491,0.00007801798,0.003073271],"category_scores_gemma":[0.0001347384,0.0001182952,0.00007613883,0.0004182956,0.00002623037,0.00006355679,0.00006639157,0.0001857024,0.0009408242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099312,"about_ca_system_score_gemma":0.0001321769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001035616,"about_ca_topic_score_gemma":0.00005717573,"domain_scores_codex":[0.9984019,0.00002145944,0.0003875689,0.0003430572,0.00029302,0.0005529764],"domain_scores_gemma":[0.9991262,0.0001444738,0.00003303825,0.0001912064,0.00003105974,0.0004739966],"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":[0.0003748713,0.00002687427,0.6525866,0.0009046517,0.00008253464,0.0002031007,0.003265497,0.0000136261,0.001444566,0.0004433019,0.1522811,0.1883733],"study_design_scores_gemma":[0.01028003,0.003457248,0.1973048,0.01092634,0.0008258156,0.001177919,0.08251294,0.01407532,0.008817273,0.002228683,0.6651478,0.003245889],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9046589,0.0003796185,0.0002566905,0.01337432,0.0004947162,0.0004213698,0.000001881653,0.0002361872,0.08017629],"genre_scores_gemma":[0.9638448,0.000005841685,0.008245725,0.008697902,0.0002548721,0.00003283518,0.00001132394,0.00003170462,0.01887503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5128667,"threshold_uncertainty_score":0.999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02056388180527659,"score_gpt":0.3452140892655207,"score_spread":0.3246502074602441,"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."}}