{"id":"W4415439338","doi":"10.1302/1358-992x.2025.10.062","title":"THE DOUBLE-EDGED SCALPEL: EXPERIENCES AND PERCEPTIONS OF PREGNANCY AND PARENTHOOD DURING CANADIAN SURGICAL RESIDENCY TRAINING","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbotsford Veterinary Clinic","funders":"","keywords":"Pregnancy; Population; Residency training; Infertility; Perception; MEDLINE; Fertility","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008227925,0.00008386374,0.0001386924,0.0001173825,0.001852684,0.0001355153,0.0002412836,0.00008243859,0.00004821677],"category_scores_gemma":[0.0002323783,0.00006686691,0.00003529882,0.0003715851,0.00109408,0.0002277339,0.00008407849,0.0001433093,6.026991e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004454047,"about_ca_system_score_gemma":0.000404102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01064304,"about_ca_topic_score_gemma":0.02821359,"domain_scores_codex":[0.9988703,0.00002009421,0.0001675087,0.0002100185,0.0003735475,0.0003585897],"domain_scores_gemma":[0.9994555,0.00007747769,0.0000527382,0.00005043725,0.0001297626,0.0002341469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005448915,0.00001484207,0.4796495,0.0001170958,0.00002912859,0.00001554164,0.4221606,4.336313e-8,0.00005053691,0.06393338,0.0007253439,0.03324946],"study_design_scores_gemma":[0.0007461092,0.00003405197,0.1290922,0.0006646781,0.00003950301,0.000006885492,0.8631874,0.000002562875,0.00002348073,0.000908459,0.005192336,0.0001023273],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434196,0.002245465,0.000001200265,0.003446684,0.0001774437,0.0001830796,0.000001822779,0.00002951733,0.05049523],"genre_scores_gemma":[0.9960071,0.002326401,0.00002682277,0.00003632225,0.00007977241,0.00002348239,6.283399e-7,0.000003204177,0.001496262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4410268,"threshold_uncertainty_score":0.9994467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01779847646699318,"score_gpt":0.2782077876372647,"score_spread":0.2604093111702715,"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."}}