{"id":"W4319836921","doi":"10.2196/45475","title":"Digital Guardian Angel Supported by an Artificial Intelligence System to Improve Quality of Life, Well-being, and Health Outcomes of Patients With Cancer (ONCORELIEF): Protocol for a Single Arm Prospective Multicenter Pilot Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Cancer survivorship and care","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Horizon 2020 Framework Programme; European Commission","keywords":"Medicine; Quality of life (healthcare); Life expectancy; Cancer; mHealth; Physical therapy; Gerontology; Population; Psychological intervention; Internal medicine; Psychiatry; 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":[0.01283066,0.002232051,0.003189077,0.001297242,0.00233229,0.00130968,0.001913892,0.002286218,0.02120418],"category_scores_gemma":[0.007469116,0.001031625,0.0023289,0.001213314,0.002086622,0.001307651,0.001794119,0.002736458,0.003627415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002471753,"about_ca_system_score_gemma":0.01148664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552063,"about_ca_topic_score_gemma":0.003715789,"domain_scores_codex":[0.993983,0.003678686,0.0005956845,0.0005032242,0.0005787362,0.0006607535],"domain_scores_gemma":[0.9962143,0.0006128709,0.0006876926,0.0006631178,0.001042437,0.0007794667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.7077859,0.1602602,0.009835859,0.007897544,0.0009793966,0.0005471322,0.001424512,0.003064651,0.006758192,0.00239645,0.01397603,0.0850742],"study_design_scores_gemma":[0.6184084,0.3117949,0.02388405,0.001579803,0.0007262044,0.0001445771,0.0009056128,0.001959346,0.00271743,0.001346681,0.03636263,0.0001704615],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02671726,0.000163785,0.001546283,0.0001324705,0.00008856028,0.9690965,0.001318192,0.00005005169,0.0008868905],"genre_scores_gemma":[0.007644813,0.000101344,0.002000002,0.00009232051,0.00001646041,0.989571,0.0002804103,0.000003315995,0.0002903527],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02120418,"threshold_uncertainty_score":0.07093501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2278596186379475,"score_gpt":0.5373266526112106,"score_spread":0.3094670339732631,"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."}}