{"id":"W4285248075","doi":"10.1007/978-3-030-44556-0_219","title":"Stakeholder Collaboration: Developing Foresight and Insight in Health and Medicine","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Health Research Foundation","funders":"","keywords":"Futures studies; Stakeholder; Engineering ethics; Knowledge management; Medicine; Political science; Computer science; Engineering; Public relations; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0200464,0.0009183376,0.0006100284,0.001489997,0.001715879,0.007874244,0.001341001,0.003492834,0.009674839],"category_scores_gemma":[0.02267211,0.0004968406,0.0004593405,0.002087085,0.006442799,0.01260433,0.00448526,0.003240782,0.001280904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003698921,"about_ca_system_score_gemma":0.008794388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003036983,"about_ca_topic_score_gemma":0.004181321,"domain_scores_codex":[0.9907127,0.006977118,0.0001970432,0.0003403638,0.00133102,0.000441848],"domain_scores_gemma":[0.9829706,0.0142858,0.0003726012,0.0008305694,0.001054356,0.0004860586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000673386,0.00001389047,0.0001215803,0.0000764486,0.00001025422,0.0000538348,0.001335703,0.001170634,0.00007708222,0.9449565,0.02274454,0.02943269],"study_design_scores_gemma":[0.000002543195,0.000005960836,0.00008897037,0.000170845,0.00000356845,0.00002790711,0.0008282135,0.001420906,0.0001132106,0.9187467,0.07858471,0.000006539572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006900706,0.02263953,0.3398478,0.1263131,0.002344343,0.0001885477,0.0002768827,0.0002812811,0.5012076],"genre_scores_gemma":[0.6073684,0.03069215,0.2046222,0.01362379,0.001868823,0.0008585904,0.0005885544,0.0004810329,0.1398964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0200464,"threshold_uncertainty_score":0.1060168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.518316560286897,"score_gpt":0.4223768414235045,"score_spread":0.09593971886339253,"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."}}