{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004992549,0.001514509,0.004258673,0.0007705839,0.0009045484,0.001546569,0.001116904,0.003475117,0.010021],"category_scores_gemma":[0.01084628,0.0008816128,0.005404162,0.0008005946,0.001625713,0.001770501,0.0008506439,0.002886286,0.0006687416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001173001,"about_ca_system_score_gemma":0.001981894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001280563,"about_ca_topic_score_gemma":0.001777565,"domain_scores_codex":[0.9951564,0.002631227,0.0006606919,0.0006310917,0.0004764189,0.0004442167],"domain_scores_gemma":[0.9909779,0.005131905,0.002107235,0.0004140189,0.0004466893,0.0009222691],"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":[0.9709163,0.0143639,0.001404725,0.002612394,0.002647107,0.00003973275,0.0001062202,0.00009376865,0.0002998194,0.0000745704,0.0003589612,0.007082479],"study_design_scores_gemma":[0.877341,0.1129355,0.004209228,0.0002761003,0.003821004,0.00002452299,0.00009021639,0.0003900168,0.0002399016,0.0001362426,0.0005083471,0.00002793726],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704865,0.007449992,0.0005999673,0.0006912117,0.001149588,0.01706307,0.0008967022,0.00007755862,0.001585318],"genre_scores_gemma":[0.9587736,0.003350518,0.002408893,0.0009867287,0.0007798229,0.03139386,0.0004927808,0.00001345963,0.00180042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.010021,"threshold_uncertainty_score":0.03352356,"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."}}