{"id":"W2146903852","doi":"10.1186/s12961-015-0007-x","title":"Evaluation as evolution: a Darwinian proposal for health policy and systems research","year":2015,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Western University; University of Toronto","funders":"","keywords":"Health policy; Health services research; Health administration; Competition (biology); Health care; Set (abstract data type); Social policy; Darwinism; Metaphor; Politics; Computer science; Risk analysis (engineering); Operations research; Business; Management science; Economics; Political science; Law; Engineering; Biology; Ecology","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2722806,0.0003336744,0.0009432041,0.003217177,0.007864346,0.0003619589,0.0005362248,0.0003896774,0.00001789143],"category_scores_gemma":[0.07738241,0.0002939731,0.00004596364,0.003825456,0.000869394,0.0005879875,0.0004755443,0.001872847,0.0003130289],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01295386,"about_ca_system_score_gemma":0.1886602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2949178,"about_ca_topic_score_gemma":0.006586871,"domain_scores_codex":[0.9272938,0.05519442,0.002852982,0.001280696,0.007503922,0.00587417],"domain_scores_gemma":[0.9701118,0.01184474,0.000858994,0.001085641,0.01030235,0.005796473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002384701,0.00007530719,0.001795368,0.008553825,0.00002934951,0.000002065735,0.0630887,0.00002736971,0.00002092867,0.6409155,0.277523,0.007730173],"study_design_scores_gemma":[0.005789669,0.004271037,0.004204144,0.001978184,0.000006142631,0.000099907,0.09036928,0.02138415,0.000001070871,0.02380599,0.8477208,0.0003696163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04166642,0.01110637,0.001176945,0.8680555,0.002157361,0.05270203,0.001026904,0.0003066191,0.02180187],"genre_scores_gemma":[0.9580294,0.00101777,0.0003844453,0.01042668,0.009406863,0.0122901,0.00006292531,0.0001089534,0.008272881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9163629,"threshold_uncertainty_score":0.9999512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9487438420039374,"score_gpt":0.812930545590894,"score_spread":0.1358132964130434,"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."}}