{"id":"W4200064502","doi":"10.1093/geroni/igab046.1507","title":"Relational Approaches in Patient-Oriented Research During the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Participatory action research; Presentation (obstetrics); Set (abstract data type); Psychology; Medical education; Knowledge management; Medicine; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2518278,0.0008170638,0.001060618,0.002754506,0.02812505,0.02356545,0.005584923,0.006594484,0.005746404],"category_scores_gemma":[0.1306462,0.001200665,0.00104178,0.001989287,0.05741068,0.01766384,0.04085589,0.01480582,0.001038172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01354048,"about_ca_system_score_gemma":0.02812703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001914887,"about_ca_topic_score_gemma":0.003836946,"domain_scores_codex":[0.6743211,0.3082849,0.002449247,0.003785768,0.006068649,0.005090342],"domain_scores_gemma":[0.7694042,0.179658,0.009285132,0.01048082,0.009853403,0.02131845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004827557,0.0002191811,0.001263754,0.0004109344,0.0000332999,0.0008925485,0.9182525,0.000213749,0.0004550621,0.04961437,0.003600212,0.02499623],"study_design_scores_gemma":[0.00006552447,0.0002616227,0.0009215983,0.001201967,0.00002914452,0.001052493,0.848381,0.000462045,0.0005176681,0.06392885,0.08312074,0.0000573682],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3307006,0.01225141,0.17345,0.3660232,0.004106292,0.003684759,0.0001546296,0.0004479433,0.1091812],"genre_scores_gemma":[0.9158921,0.004573395,0.05430733,0.01631558,0.0006158987,0.002346727,0.00005152835,0.0001382047,0.005759274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2518278,"threshold_uncertainty_score":0.9226295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6744339799839872,"score_gpt":0.516965209301134,"score_spread":0.1574687706828533,"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."}}