{"id":"W3095820554","doi":"10.2196/23860","title":"Does a Pandemic Preempt Participatory Medicine?","year":2020,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Ethics in medical practice","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Toll; Pandemic; Citizen journalism; Control (management); Health care; Public relations; Coronavirus disease 2019 (COVID-19); Sociology; Medicine; Political science; Law; Management; Economics","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":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01941402,0.0003691427,0.00136511,0.0002012592,0.0006674124,0.000004837568,0.0007525639,0.000499749,0.00843111],"category_scores_gemma":[0.07988425,0.0001848198,0.000144801,0.0005222779,0.001289455,0.0004213319,0.0001755023,0.00785163,0.000371478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284238,"about_ca_system_score_gemma":0.001010343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000110181,"about_ca_topic_score_gemma":0.0001009221,"domain_scores_codex":[0.9872363,0.00596387,0.003258265,0.0003941042,0.002163114,0.0009844073],"domain_scores_gemma":[0.9843155,0.01030082,0.001733906,0.000513329,0.001079401,0.002057068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001665716,0.000270552,0.3887567,0.001723255,0.0005812787,0.0008792562,0.1473377,0.00007023629,0.01407572,0.007027622,0.4358771,0.001734919],"study_design_scores_gemma":[0.02563639,0.009535912,0.09555139,0.01172623,0.004120209,0.0002273107,0.1508164,0.003161462,0.0005334207,0.0274779,0.66987,0.001343309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7002088,0.003585246,0.003649376,0.2728965,0.009902249,0.0008349653,0.000006750791,0.0002025774,0.008713561],"genre_scores_gemma":[0.9402519,0.0006395853,0.0002345369,0.04729535,0.0110596,0.0000457039,0.000001899684,0.00006188191,0.0004095535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2932053,"threshold_uncertainty_score":0.9944373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5007298043496303,"score_gpt":0.5843926373292169,"score_spread":0.08366283297958654,"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."}}