{"id":"W3209758734","doi":"10.2196/22681","title":"Discharge Instruction Reminders Via Text Messages After Benign Gynecologic Surgery: Quasi-Experimental Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Feeling; Patient satisfaction; Telephone call; Medical emergency; Emergency medicine; Surgery; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008895367,0.0005838544,0.00149381,0.0002717103,0.000265941,0.00004383857,0.0001135138,0.0002194943,0.007461736],"category_scores_gemma":[0.000800973,0.0004284203,0.0002791054,0.0007811114,0.0005397641,0.000420047,0.0001398379,0.0006551997,0.00008500991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005793761,"about_ca_system_score_gemma":0.0003474204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000636466,"about_ca_topic_score_gemma":0.0002091432,"domain_scores_codex":[0.9957322,0.0006962574,0.000944677,0.001216007,0.0008185484,0.0005922827],"domain_scores_gemma":[0.9976541,0.0004533466,0.0001990535,0.0008965511,0.00041839,0.0003784952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001960693,0.0082406,0.846248,0.0001862806,0.0004218424,0.001805597,0.01695911,0.000002567556,0.1175008,0.00001701784,0.001853028,0.004804465],"study_design_scores_gemma":[0.005790438,0.004445293,0.883126,0.0004411523,0.0002008096,0.0005385852,0.03682575,0.00005437663,0.06572208,0.00001961286,0.002134614,0.0007013549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905801,0.001592973,0.0002115819,0.002196758,0.001548671,0.002005794,0.00001401112,0.0001572718,0.001692846],"genre_scores_gemma":[0.9929455,0.00006845556,0.0002243387,0.001138552,0.000640254,0.0009791879,0.0001350122,0.00006650091,0.003802225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05177868,"threshold_uncertainty_score":0.9998168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03403116994528011,"score_gpt":0.3314928353713155,"score_spread":0.2974616654260354,"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."}}