{"id":"W2810055662","doi":"10.1190/tle37070488.1","title":"President's Page","year":2018,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maternity leave; Workforce; Parental leave; Family Leave; Feeling; Childbirth; Pregnancy; Family medicine; Work hours; Nursing; Work (physics); Medicine; Psychology; Demographic economics; Business; Political science; Sick leave; Law; Social psychology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006287147,0.00006083914,0.00007106594,0.00002352422,0.000743969,0.00008672772,0.0003834367,0.00005670655,0.0001058586],"category_scores_gemma":[0.0001250217,0.00004450952,0.00003533297,0.00019104,0.0004224303,0.00009312144,0.00004390679,0.00009434067,0.001165116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004667347,"about_ca_system_score_gemma":0.0000658568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005559879,"about_ca_topic_score_gemma":0.001835355,"domain_scores_codex":[0.9991978,0.0001232199,0.00008065947,0.0001201626,0.0001894569,0.0002886637],"domain_scores_gemma":[0.9995378,0.00010217,0.00003403161,0.0002112374,0.00005819574,0.0000565528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001672227,0.0000659572,0.07395607,0.00001550252,0.00005565941,0.000007886896,0.3574677,0.000007017065,0.00272645,0.3385466,0.2194743,0.007660148],"study_design_scores_gemma":[0.00032914,0.00008754389,0.1039825,0.00003513699,0.00005267339,0.000002228945,0.03036475,0.0003652306,0.0003280434,0.03722615,0.8268226,0.0004040038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6082357,0.0001178549,0.000581119,0.001722411,0.001424505,0.0001289284,0.000002190043,0.0001261392,0.3876612],"genre_scores_gemma":[0.9540251,0.00005889928,0.0001008338,0.0006207171,0.001449281,0.000003673437,7.745447e-7,0.000009039677,0.04373167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6073483,"threshold_uncertainty_score":0.9996126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03952058975396269,"score_gpt":0.3134552903304791,"score_spread":0.2739347005765165,"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."}}