{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01269894,0.002248868,0.003085821,0.0009053348,0.001248815,0.001446291,0.001519116,0.002452291,0.005676555],"category_scores_gemma":[0.01789834,0.0009929716,0.00316879,0.0009490403,0.002373918,0.001726208,0.0009728831,0.002831592,0.000663562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001923019,"about_ca_system_score_gemma":0.003720625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002914992,"about_ca_topic_score_gemma":0.004312183,"domain_scores_codex":[0.9891271,0.00736753,0.001143145,0.0008783112,0.0007279231,0.0007560001],"domain_scores_gemma":[0.9867763,0.006793658,0.002452329,0.001010967,0.001628321,0.001338479],"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":[0.8999608,0.0655601,0.002079457,0.002304516,0.00178802,0.00006231324,0.0004916709,0.0003261296,0.00156828,0.00009286905,0.0007006183,0.02506528],"study_design_scores_gemma":[0.692252,0.301317,0.004074717,0.0001078955,0.0007916715,0.00001335979,0.0001072913,0.0002876923,0.0005182129,0.00007537455,0.0004335384,0.00002122825],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9228667,0.001446502,0.001436573,0.0004542344,0.0006038375,0.07043157,0.0009568672,0.0002346792,0.001569076],"genre_scores_gemma":[0.8986095,0.001076309,0.006711349,0.0004844026,0.0004180602,0.0912438,0.0004188938,0.00003193352,0.001005776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01269894,"threshold_uncertainty_score":0.06715918,"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."}}