{"id":"W4413113283","doi":"10.1007/s11019-025-10288-1","title":"Developing more inclusive approaches to animal research and patient involvement","year":2025,"lang":"en","type":"article","venue":"Medicine Health Care and Philosophy","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Universität Basel; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Medical law; Philosophy of medicine; Philosophy of biology; Engineering ethics; Medicine; Psychology; Epistemology; Philosophy of science; Alternative medicine; Philosophy; Pathology; Psychiatry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002536088,0.0001664959,0.0003848344,0.0006463157,0.002463391,0.00000915857,0.0001575793,0.00009217896,0.00002433374],"category_scores_gemma":[0.0007259711,0.0001338683,0.00001056655,0.001082491,0.0003057247,0.00008005942,0.0005810357,0.0005948564,0.00001533277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008318481,"about_ca_system_score_gemma":0.002346013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001999089,"about_ca_topic_score_gemma":0.0004945261,"domain_scores_codex":[0.9961963,0.000865862,0.0008862308,0.0005216914,0.0006569288,0.0008730111],"domain_scores_gemma":[0.9973136,0.001288907,0.0001547295,0.0002741322,0.0003398662,0.0006288185],"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":[0.0002071832,0.00002315719,0.02080185,0.005302771,0.00001767136,0.000005085515,0.6240876,3.226177e-7,0.00001637199,0.1973013,0.08073657,0.07150009],"study_design_scores_gemma":[0.00198472,0.004072875,0.02340776,0.00315127,0.000007990436,0.000002012682,0.2298873,0.00001935138,0.00002696056,0.04534486,0.6918432,0.0002517721],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.195608,0.002193091,0.0002332263,0.7903425,0.0003205113,0.002620759,0.00002899626,0.00004025408,0.008612674],"genre_scores_gemma":[0.7386642,0.0003203153,0.001721826,0.2583415,0.0003720065,0.000501425,0.00001753555,0.0000123389,0.00004885803],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6111066,"threshold_uncertainty_score":0.9988353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8030401750259822,"score_gpt":0.674495243995365,"score_spread":0.1285449310306173,"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."}}