{"id":"W2902286073","doi":"10.2196/11341","title":"Hospital in Motion, a Multidimensional Implementation Project to Improve Patients’ Physical Behavior During Hospitalization: Protocol for a Mixed-Methods Study","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Frailty in Older Adults","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Computer science; Motion (physics); Medicine; Physical medicine and rehabilitation; Physical therapy; Psychology; Artificial intelligence; Alternative medicine","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":[0.05233442,0.005316831,0.007710814,0.003640566,0.005277378,0.003333059,0.004138181,0.005952426,0.04622713],"category_scores_gemma":[0.03226138,0.003543081,0.005321372,0.003754549,0.002636185,0.002336894,0.003008629,0.006190464,0.008202614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006597818,"about_ca_system_score_gemma":0.02262254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00453639,"about_ca_topic_score_gemma":0.005840279,"domain_scores_codex":[0.9707147,0.01934864,0.003586962,0.001799735,0.002067261,0.002482723],"domain_scores_gemma":[0.9776754,0.006606972,0.003577494,0.003537577,0.006163108,0.002439473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.492613,0.1502634,0.008144656,0.074119,0.002901433,0.001573891,0.007064178,0.01380823,0.008573953,0.01015629,0.04831289,0.1824691],"study_design_scores_gemma":[0.6603693,0.1464411,0.02820911,0.01384918,0.001747003,0.0002233023,0.004167517,0.007672788,0.005184232,0.005933336,0.1255433,0.0006598678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001122106,0.00003803542,0.0007661629,0.00003721675,0.00004827928,0.9974246,0.0003457842,0.0000225005,0.0001954028],"genre_scores_gemma":[0.0004392778,0.00002322133,0.0010476,0.00002233615,0.000006868273,0.9983531,0.00004350459,0.000001262861,0.0000628737],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05233442,"threshold_uncertainty_score":0.2767742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1330855138178422,"score_gpt":0.6103322716562517,"score_spread":0.4772467578384095,"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."}}