{"id":"W3176946767","doi":"10.1080/25741292.2021.1940700","title":"Policy innovation lab scholarship: past, present, and the future – Introduction to the special issue on policy innovation labs","year":2021,"lang":"en","type":"article","venue":"Policy Design and Practice","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Political science; Engineering ethics; Library science; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006871229,0.000859828,0.001365759,0.006466739,0.003883571,0.01657961,0.001604918,0.006989854,0.02642404],"category_scores_gemma":[0.01691165,0.0005886842,0.0009525747,0.006872579,0.007089205,0.01245366,0.006396704,0.01108449,0.008750305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005195792,"about_ca_system_score_gemma":0.005868659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001087395,"about_ca_topic_score_gemma":0.001816992,"domain_scores_codex":[0.9943616,0.002009887,0.0004269456,0.000610028,0.002136311,0.0004551375],"domain_scores_gemma":[0.9772906,0.01457596,0.001241798,0.0009122484,0.003387541,0.002591825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002112203,0.0000790415,0.0003035353,0.0008963933,0.000009395899,0.0001030612,0.001400525,0.0001645278,0.0002324473,0.07786821,0.7975357,0.1213859],"study_design_scores_gemma":[0.000002604928,0.00002356627,0.0002851689,0.0008951602,0.000002620806,0.00009902025,0.0006920875,0.00007930789,0.00004424154,0.00930463,0.98856,0.0000114871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001511046,0.2938543,0.004874055,0.3716897,0.2648937,0.0001122657,0.0002121291,0.0003508116,0.06250187],"genre_scores_gemma":[0.02249943,0.3092029,0.006697535,0.0777702,0.4878338,0.0003970488,0.000520005,0.0005031656,0.09457587],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9961164,"threshold_uncertainty_score":0.08839715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03531455150400965,"score_gpt":0.3144442323811778,"score_spread":0.2791296808771682,"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."}}