{"id":"W4391975259","doi":"10.2196/55742","title":"User Friendliness and Perioperative Guidance Benefits of a Cataract Surgery Education App: Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Perioperative; Cataract surgery; Medicine; Ophthalmology; Optometry; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.005608954,0.0001643565,0.00130809,0.0005795265,0.000151283,0.00008553366,0.00005949253,0.0001074957,0.0001736272],"category_scores_gemma":[0.002119108,0.0001035913,0.000344398,0.0005196473,0.0004329645,0.0004201485,0.00004209871,0.0004446865,0.00003339432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006292764,"about_ca_system_score_gemma":0.001186874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000795575,"about_ca_topic_score_gemma":0.000003663003,"domain_scores_codex":[0.9970633,0.00102965,0.0007117386,0.0002385024,0.0006428006,0.0003139568],"domain_scores_gemma":[0.993982,0.004645704,0.0001015183,0.000200882,0.0009535503,0.0001163253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9553916,0.0005296849,0.00009075677,0.0008545687,0.0004410464,0.00001628976,0.01395307,0.000001824756,0.0003793458,0.01371693,0.003449452,0.01117537],"study_design_scores_gemma":[0.9642913,0.0007536014,0.001794087,0.002963038,0.0001890778,0.00009487764,0.00455001,0.002224247,0.007163778,0.0002574069,0.01539265,0.0003259197],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830633,0.007415074,0.00007604631,0.001288819,0.000547607,0.004484512,0.0000185653,0.00003732599,0.00306876],"genre_scores_gemma":[0.9943953,0.0006538598,0.00004792965,0.00005595545,0.0003540053,0.002146135,0.00005384542,0.0000179492,0.002274978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01345952,"threshold_uncertainty_score":0.4224329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03695415236092165,"score_gpt":0.3955651072275216,"score_spread":0.3586109548666,"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."}}