{"id":"W4200564883","doi":"10.2196/32575","title":"A Mobile App With Multimodality Prehabilitation Programs for Patients Awaiting Elective Surgery: Development and Usability Study","year":2021,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prehabilitation; mHealth; Usability; Intervention (counseling); Medicine; Multidisciplinary approach; Medical education; Physical therapy; Nursing; Computer science; Psychological intervention; Human–computer interaction","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":[0.003904565,0.000768189,0.0005753113,0.0009061486,0.0004772191,0.0008223864,0.0005687702,0.0007668447,0.001810046],"category_scores_gemma":[0.009880074,0.000326042,0.0008885949,0.0003435084,0.000357489,0.0009311435,0.0008405368,0.0005011272,0.0003918607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002587015,"about_ca_system_score_gemma":0.0007545124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008594541,"about_ca_topic_score_gemma":0.001530769,"domain_scores_codex":[0.9985185,0.0006640554,0.0002016233,0.0001775044,0.0003081739,0.0001300692],"domain_scores_gemma":[0.9941365,0.003993632,0.0001964182,0.000227003,0.001219237,0.0002272731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005801348,0.01813271,0.08532342,0.01330231,0.0007821064,0.005885603,0.03181055,0.003318082,0.05996747,0.001074272,0.01573793,0.7588642],"study_design_scores_gemma":[0.004051767,0.1457107,0.5703978,0.008016205,0.003846981,0.01728753,0.02809506,0.04066433,0.05847788,0.0014349,0.1210309,0.0009857962],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786366,0.000755599,0.01066612,0.0002228383,0.0001043991,0.00655234,0.0004867323,0.0004114562,0.002163863],"genre_scores_gemma":[0.8957097,0.001672617,0.08636505,0.0005345555,0.00009217035,0.01115432,0.0009222623,0.0001727644,0.003376503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003904565,"threshold_uncertainty_score":0.02064955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05485301625837354,"score_gpt":0.4343834339411148,"score_spread":0.3795304176827413,"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."}}