{"id":"W4388719886","doi":"10.1370/afm.22.s1.4795","title":"Houston, we have a problem! A cross-sectional survey of academic family physicians’ provision of gynecologic procedures","year":2023,"lang":"en","type":"article","venue":"","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Cross-sectional study; Pandemic; Competence (human resources); Referral; Descriptive statistics; Coronavirus disease 2019 (COVID-19); Nursing; Psychology; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001154041,0.00008825561,0.0001249261,0.0004276188,0.001416794,0.0009268731,0.0003547879,0.0005477476,0.00946954],"category_scores_gemma":[0.006306609,0.000154596,0.0001446989,0.001073443,0.0005495617,0.001429142,0.0007211043,0.0006599482,0.0009591824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001294337,"about_ca_system_score_gemma":0.002660121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08447103,"about_ca_topic_score_gemma":0.1445788,"domain_scores_codex":[0.9993068,0.0001751331,0.00005882335,0.00007215927,0.0001741293,0.0002128439],"domain_scores_gemma":[0.9957496,0.0006996788,0.001727679,0.0001476341,0.0005547701,0.00112056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003540099,0.00008296933,0.9370338,0.00008947848,0.00001758433,0.0002291558,0.006237107,0.0000298879,0.0002306757,0.000276459,0.03063074,0.02510681],"study_design_scores_gemma":[0.000005756116,0.00007476592,0.9597043,0.0001175325,0.000007508902,0.0002492328,0.02754443,0.00005386004,0.0000796849,0.00009203182,0.01206248,0.000008529514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961409,0.0004801862,0.0002225275,0.02886966,0.0001312875,0.00005665344,0.002093853,0.0000282799,0.006708529],"genre_scores_gemma":[0.9865164,0.0007433492,0.0005274907,0.00913654,0.0001207553,0.00004771718,0.0006539499,0.000008169639,0.002245652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08447103,"threshold_uncertainty_score":0.1679587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08771429929484836,"score_gpt":0.3695149122187836,"score_spread":0.2818006129239353,"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."}}