{"id":"W3000039477","doi":"10.2196/15101","title":"The Participatory Zeitgeist in Health Care: It is Time for a Science of Participation","year":2020,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zeitgeist; Coproduction; Health care; Citizen journalism; Participatory design; Underpinning; Psychology; Public relations; Medical education; Sociology; Medicine; Political science; Engineering","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":[0.007574208,0.0001566719,0.0006164417,0.0001488033,0.0007191596,0.000004286558,0.0003565522,0.00006616972,0.000191159],"category_scores_gemma":[0.00127612,0.00009876571,0.00008079087,0.0005488576,0.0005281732,0.000160187,0.00006010708,0.0004396868,0.00003065797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004233808,"about_ca_system_score_gemma":0.002220999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009102369,"about_ca_topic_score_gemma":0.0001180444,"domain_scores_codex":[0.9945445,0.000673052,0.0027756,0.0002071919,0.0009337764,0.0008658761],"domain_scores_gemma":[0.9955866,0.001008014,0.00161168,0.0002445101,0.0007021334,0.000847078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005682775,0.0006304504,0.1529305,0.009817159,0.0001139956,0.00001764267,0.5897947,0.0002888116,0.009914307,0.002242078,0.2192325,0.009335155],"study_design_scores_gemma":[0.03460599,0.04923008,0.09346209,0.01760091,0.0005381554,0.000007251469,0.1974362,0.02755238,0.01160931,0.001497737,0.5654191,0.00104079],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317591,0.002563399,0.0002520612,0.06226217,0.001197344,0.001546663,0.00002383439,0.00001127214,0.0003841462],"genre_scores_gemma":[0.9761019,0.0001282228,0.0001380695,0.02299625,0.0004316548,0.0001294239,0.000005044545,0.00001637745,0.00005299829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3923585,"threshold_uncertainty_score":0.5531266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4981305232812753,"score_gpt":0.5509540518540921,"score_spread":0.0528235285728168,"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."}}