{"id":"W2907421012","doi":"10.2196/12204","title":"A Mobile Phone–Based Self-Monitoring Tool for Perioperative Gastric Cancer Patients With Incentive Spirometer: Randomized Controlled Trial","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Samsung; National Research Foundation of Korea; National Research Foundation","keywords":"Medicine; Spirometer; Randomized controlled trial; Perioperative; Test (biology); Physical therapy; Surgery; Internal medicine; Lung; Lung function; Exhaled nitric oxide","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":[0.002815708,0.001611605,0.005441533,0.0006951343,0.0008202192,0.001486794,0.00131859,0.003489262,0.007295087],"category_scores_gemma":[0.004494376,0.0009241139,0.004732338,0.0007508895,0.001235203,0.001698603,0.000790082,0.003462517,0.0006490005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111302,"about_ca_system_score_gemma":0.002046469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778531,"about_ca_topic_score_gemma":0.00315593,"domain_scores_codex":[0.9982009,0.0008061354,0.0002759445,0.0003339801,0.000167393,0.0002156424],"domain_scores_gemma":[0.9981356,0.0005785078,0.0005437401,0.0001312012,0.0001980952,0.000412843],"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":[0.9734076,0.009992743,0.0009557742,0.003366033,0.003235187,0.00003490815,0.00005979121,0.00009525784,0.0003799903,0.00008277558,0.0005166677,0.007873265],"study_design_scores_gemma":[0.9427263,0.05086167,0.002230494,0.0002392977,0.002958035,0.00001362017,0.00004045383,0.0002767987,0.0001213698,0.00009181159,0.0004194345,0.00002080785],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412078,0.02290688,0.001104137,0.001418451,0.002468826,0.02684938,0.001300878,0.0001769146,0.002566705],"genre_scores_gemma":[0.9440278,0.007815017,0.003525094,0.002506143,0.001396643,0.03707208,0.0008534323,0.00001923277,0.002784501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007295087,"threshold_uncertainty_score":0.02440453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03334327956512788,"score_gpt":0.4254549767656274,"score_spread":0.3921116972004995,"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."}}