{"id":"W2791630090","doi":"10.1016/j.jss.2018.01.001","title":"Access to Paid Parental Leave for Academic Surgeons","year":2018,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Parental leave; Family Leave; Ranking (information retrieval); Duration (music); Medicine; Family medicine; Demographic economics; Demography; Political science; Sociology; Work (physics); Economics","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":[],"category_scores_codex":[0.01397804,0.00005346611,0.0001904382,0.0002798748,0.0006402997,0.0001528522,0.001178741,0.0001251445,0.0009821287],"category_scores_gemma":[0.002527183,0.0000418265,0.0001211897,0.0006498127,0.0007633417,0.0003377384,0.0002363189,0.0006530328,0.0000811106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001643066,"about_ca_system_score_gemma":0.0004700797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002538404,"about_ca_topic_score_gemma":0.0002085306,"domain_scores_codex":[0.9962554,0.0003814141,0.0002562704,0.0001206085,0.002439666,0.000546647],"domain_scores_gemma":[0.9960702,0.001609129,0.00007078018,0.00007913516,0.001541577,0.0006291629],"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":[0.001523655,0.0001464018,0.06434706,0.0000224074,0.00006028785,0.000373149,0.00934872,0.00000235427,0.0001526274,0.01224062,0.8571145,0.05466824],"study_design_scores_gemma":[0.0006079221,0.000595072,0.004019934,0.00009036063,0.000008838396,0.00001565427,0.01214468,0.000003663907,0.0002539188,0.002824579,0.9793714,0.00006403121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8865846,0.0002239969,0.0001915347,0.06713109,0.001185236,0.000384585,0.00001411561,0.00001273019,0.04427211],"genre_scores_gemma":[0.9941351,0.0006405843,0.00005753137,0.0002948147,0.002476758,0.00000321985,7.184012e-7,0.000004979071,0.002386275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1222569,"threshold_uncertainty_score":0.9999311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3906911315567126,"score_gpt":0.5674470638971311,"score_spread":0.1767559323404184,"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."}}