{"id":"W4389686299","doi":"10.1001/jamasurg.2023.6397","title":"Fertility, Family, and a Career in Surgery—Time to Change the Narrative","year":2023,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Fertility; Narrative; Medical school; Residency training; Medical education; Family medicine; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.005543326,0.000243768,0.0006683741,0.0004619842,0.0004219776,0.0002602805,0.0004873647,0.0006780676,0.000443248],"category_scores_gemma":[0.002003975,0.0001951232,0.0002041916,0.001075957,0.0004848336,0.0002219597,0.0003106145,0.00109045,0.0005111348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174679,"about_ca_system_score_gemma":0.000320565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01302927,"about_ca_topic_score_gemma":0.002706486,"domain_scores_codex":[0.9961911,0.0009182626,0.0003047575,0.0004711719,0.00141666,0.0006980601],"domain_scores_gemma":[0.9938044,0.005470478,0.0001105808,0.0003149636,0.0001628803,0.0001367231],"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":[0.00001231246,0.000006944164,0.01018891,0.00004459582,0.00002694472,0.0005317847,0.04053656,6.064478e-8,3.736046e-7,0.00000268073,0.9398098,0.00883901],"study_design_scores_gemma":[0.00004319785,0.000006655675,0.05883592,0.0003019016,0.00002179939,6.072503e-7,0.01902507,9.171798e-7,4.39662e-7,0.0001086598,0.9214225,0.0002323162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08749373,0.0006360267,3.212256e-7,0.9048761,0.001792446,0.0005114294,0.00009392829,0.0001037279,0.004492276],"genre_scores_gemma":[0.01961739,0.0004286794,0.00000227225,0.9566005,0.005340585,0.0001702916,0.0001793029,0.00004456972,0.01761638],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06787634,"threshold_uncertainty_score":0.993543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124500924303553,"score_gpt":0.2902132023397871,"score_spread":0.1657122780362341,"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."}}