{"id":"W4391589278","doi":"10.1016/j.jss.2024.01.017","title":"The Intersection of Family Planning and Perception of Career Advancement in General Surgery","year":2024,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Fertility; Family medicine; Demography; Population; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002510913,0.000140249,0.0002407271,0.0009966751,0.002163312,0.002187873,0.0004991057,0.0007158233,0.004604801],"category_scores_gemma":[0.01224877,0.0001948501,0.0004818851,0.0008133929,0.001582271,0.0007779563,0.001771516,0.001539427,0.0001272208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001472399,"about_ca_system_score_gemma":0.00305464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02403605,"about_ca_topic_score_gemma":0.05056983,"domain_scores_codex":[0.9980393,0.001115153,0.00009346035,0.00007666914,0.0002207883,0.0004545705],"domain_scores_gemma":[0.9859732,0.005839085,0.002455039,0.0002893012,0.0007863209,0.004657034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001557115,0.0003892127,0.9755402,0.00003448148,0.00006587521,0.000264051,0.01151411,0.0001206715,0.0001640708,0.0009524142,0.0003709223,0.01042823],"study_design_scores_gemma":[0.000009243198,0.0001381253,0.9571686,0.00004998122,0.00002215567,0.000242899,0.04047319,0.0002118326,0.00004801753,0.0006408838,0.0009809128,0.0000141789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946678,0.0003751979,0.00004349452,0.001280518,0.00001842591,0.00000583415,0.00003554371,0.00000134178,0.003571946],"genre_scores_gemma":[0.9996297,0.0001054637,0.00002543297,0.00005397701,0.000005686119,0.000001283744,0.00001293907,5.951013e-7,0.0001647686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02403605,"threshold_uncertainty_score":0.04779232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.219168109103465,"score_gpt":0.4675320501687454,"score_spread":0.2483639410652804,"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."}}