{"id":"W4400487625","doi":"10.2196/49703","title":"Usability and Preliminary Efficacy of an Adaptive Supportive Care System for Patients With Cancer: Pilot Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Usability; Randomized controlled trial; Medicine; Medical physics; Oncology; Computer science; Human–computer interaction; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003102419,0.0002428236,0.00153609,0.000086913,0.0000532142,0.00002220906,0.00006121372,0.00008366106,0.00006929629],"category_scores_gemma":[0.00006967542,0.0001521258,0.0002874992,0.0001505771,0.0002016399,0.0001054655,0.00002133606,0.0001346508,3.937675e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003991867,"about_ca_system_score_gemma":0.0006678436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001991637,"about_ca_topic_score_gemma":0.001214134,"domain_scores_codex":[0.9982578,0.0001775827,0.0005151191,0.0004739268,0.00034711,0.0002285244],"domain_scores_gemma":[0.9982281,0.0006567505,0.0001956195,0.0002410626,0.0005278952,0.0001506194],"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":[0.9815491,0.0002713613,0.001307288,0.002062397,0.0006804648,0.000005164815,0.004822121,0.00001058636,0.00001448099,0.00007477146,0.00008581322,0.009116461],"study_design_scores_gemma":[0.9775017,0.01172257,0.004046676,0.001448991,0.001689247,0.000001302876,0.002445705,0.00046049,0.000195023,0.000006830554,0.0002863662,0.0001950904],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972087,0.006008909,0.00005604654,0.0000937201,0.001227567,0.0195134,0.0006405517,0.00008687389,0.0002859319],"genre_scores_gemma":[0.9831139,0.00007165776,0.0000346058,0.00003307269,0.000432438,0.01601744,0.00007396447,0.00004048589,0.0001824159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01145121,"threshold_uncertainty_score":0.6203508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141764385089904,"score_gpt":0.3074744361406483,"score_spread":0.2932979976316579,"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."}}