{"id":"W4283210966","doi":"10.1097/gme.0000000000002015","title":"Shining a light on shift work","year":2022,"lang":"en","type":"letter","venue":"Menopause The Journal of The North American Menopause Society","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Medicine; Obstetrics and gynaecology; Spouse; Family medicine; Gynecology; Stock (firearms); Management; Law; Pregnancy; Political science; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001812217,0.0008234812,0.00157725,0.00019874,0.001233025,0.00004352149,0.002312591,0.000393162,0.0002685778],"category_scores_gemma":[0.0003340812,0.0004312164,0.0007687465,0.00217042,0.001431829,0.0001078061,0.0007533118,0.01464856,0.00003480871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008446837,"about_ca_system_score_gemma":0.0005993007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002549199,"about_ca_topic_score_gemma":0.000007244433,"domain_scores_codex":[0.9941406,0.001164232,0.00119282,0.0006265123,0.001942946,0.0009329338],"domain_scores_gemma":[0.9930179,0.0006591761,0.003377564,0.002538475,0.0002507925,0.0001560651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008887963,0.0002695558,0.006027865,0.000107898,0.003219531,0.0006567053,0.004106447,0.00008329051,0.0001495403,0.000005507779,0.9828455,0.001639308],"study_design_scores_gemma":[0.001610036,0.005752745,0.01881572,0.0008827716,0.004904103,0.001436205,0.001354396,0.000001172209,0.0003703032,0.0001787718,0.9639609,0.0007328357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1799496,0.002460577,0.0000339249,0.8136112,0.001943812,0.0009502794,0.00003692413,0.0001420486,0.0008716267],"genre_scores_gemma":[0.3774917,0.001709369,0.0006397258,0.6081337,0.005825195,0.0000681691,0.00003206698,0.0003283824,0.005771633],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2054775,"threshold_uncertainty_score":0.999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236623037469487,"score_gpt":0.2443511733454574,"score_spread":0.2319849429707625,"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."}}