{"id":"W2966184417","doi":"10.2196/10728","title":"Listening to the HysterSisters: A Retrospective Keyword Frequency Analysis of Conversations About Hysterectomy Recovery","year":2019,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hysterectomy; Active listening; Sympathy; Medicine; Laparoscopic hysterectomy; Abdominal hysterectomy; General surgery; Psychology; Surgery; Psychiatry; Communication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003996609,0.0003100806,0.0004235463,0.005311127,0.001092208,0.001484456,0.0005509405,0.0006764708,0.001340758],"category_scores_gemma":[0.02400616,0.0003708159,0.0004964879,0.00307681,0.0007610114,0.001763202,0.002441727,0.0006808044,0.00088029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054608,"about_ca_system_score_gemma":0.00117612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006528113,"about_ca_topic_score_gemma":0.008967854,"domain_scores_codex":[0.9967802,0.001374737,0.0005662247,0.0003836239,0.0005287027,0.0003666164],"domain_scores_gemma":[0.9779549,0.01078455,0.005035535,0.001036434,0.004252182,0.0009364084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007847042,0.000233795,0.7516058,0.001247209,0.00009705947,0.001348448,0.1890675,0.0001711886,0.005296231,0.0004489637,0.004124387,0.04557468],"study_design_scores_gemma":[0.0000150716,0.0005249098,0.8117006,0.000465682,0.00007786893,0.001469076,0.1723474,0.0006923756,0.001723731,0.0001626633,0.01072385,0.00009675708],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938487,0.0002155211,0.0008539059,0.0001077118,0.00001130348,0.000286874,0.003861836,0.00003113262,0.0007831843],"genre_scores_gemma":[0.988041,0.0005667046,0.003542068,0.0001644711,0.00003114561,0.00121553,0.005578216,0.00004789624,0.0008129957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006528113,"threshold_uncertainty_score":0.02113634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642808668789831,"score_gpt":0.3033290376853331,"score_spread":0.2869009509974348,"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."}}