{"id":"W2951227295","doi":"10.2196/14592","title":"Development and Testing of a Mobile Phone App for Risk Estimation of Gas Volume Expansion and Intraocular Pressure Elevation in Patients With Intravitreous Gas or Air Tamponade: Interobserver Assessment Study","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mobile phone; Medicine; Computer science; Telecommunications","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":[0.005083518,0.0006094214,0.0004775499,0.0009993508,0.0003557535,0.0007717601,0.0003557894,0.0005825582,0.001476727],"category_scores_gemma":[0.01804075,0.0002873895,0.0008578141,0.0002505477,0.000333758,0.000781547,0.0009415276,0.0005374178,0.000668725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002684908,"about_ca_system_score_gemma":0.0004569125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004394758,"about_ca_topic_score_gemma":0.0008121554,"domain_scores_codex":[0.9963961,0.001616315,0.0005353275,0.0005170334,0.0007392354,0.0001959295],"domain_scores_gemma":[0.9877396,0.005242869,0.001792566,0.0006351732,0.003964079,0.0006256318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001729176,0.002706111,0.9084376,0.0006342923,0.0002809053,0.001047634,0.01101855,0.0003995025,0.009387455,0.0001136301,0.00147245,0.06277278],"study_design_scores_gemma":[0.0002993916,0.01557488,0.9394005,0.0003434496,0.0007273478,0.003906868,0.01270625,0.0100063,0.009929745,0.0002370692,0.006686972,0.0001810987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952379,0.0001803136,0.002353791,0.0000957046,0.00004705584,0.0007145281,0.0001762472,0.00006456483,0.001129811],"genre_scores_gemma":[0.9869611,0.0002339051,0.01062608,0.0001511911,0.00004503463,0.0009388677,0.0002146334,0.0000174947,0.0008115856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005083518,"threshold_uncertainty_score":0.0268845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122277747540231,"score_gpt":0.3159529114688314,"score_spread":0.2947301339934291,"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."}}