{"id":"W4312477314","doi":"10.2196/41425","title":"A Real-Time Mobile Intervention to Reduce Sedentary Behavior Before and After Cancer Surgery: Pilot Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Cancer survivorship and care","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; University of Pittsburgh","keywords":"Medicine; Perioperative; Randomized controlled trial; Physical therapy; Quality of life (healthcare); Intervention (counseling); Prehabilitation; Psychological intervention; Cancer; Surgery; Internal medicine; Nursing","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":[0.002413907,0.001847176,0.003439879,0.0007912736,0.0009114696,0.001217711,0.001206186,0.002765595,0.009047616],"category_scores_gemma":[0.004324897,0.0008965638,0.002727472,0.00072706,0.001445976,0.001250832,0.0009373025,0.002994245,0.0009505117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009768918,"about_ca_system_score_gemma":0.002400461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003005209,"about_ca_topic_score_gemma":0.004274562,"domain_scores_codex":[0.9984522,0.0007240243,0.0001714604,0.000286419,0.0001219957,0.0002438143],"domain_scores_gemma":[0.9980001,0.0006726299,0.0004438231,0.0001462184,0.0001871253,0.0005500035],"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":[0.9459789,0.03542687,0.0005933281,0.001518205,0.001270853,0.00003930244,0.00007922822,0.0001726931,0.000771505,0.00006441547,0.0005326891,0.01355208],"study_design_scores_gemma":[0.9221548,0.0752603,0.001481728,0.00008534727,0.000438567,0.000008624851,0.00002760415,0.0001692891,0.0001027317,0.00004176869,0.0002208691,0.000008323686],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523578,0.004227714,0.001326873,0.00101425,0.001448281,0.03605766,0.001343194,0.0002772488,0.001946888],"genre_scores_gemma":[0.9037845,0.003354396,0.00650968,0.001606134,0.001131093,0.07993856,0.0009025573,0.00003073587,0.002742257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009047616,"threshold_uncertainty_score":0.03026736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0157302271356426,"score_gpt":0.333412771605509,"score_spread":0.3176825444698664,"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."}}