{"id":"W4385687803","doi":"10.1017/9781316459768.008","title":"Plug and Play","year":2023,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Jigsaw; Computer science; GRASP; Jargon; Data science; Climate model; Process (computing); Downscaling; Management science; Climate change; Engineering; Psychology; Software engineering; Mathematics education; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001608106,0.002458704,0.001051984,0.001359992,0.001604476,0.00687242,0.005082018,0.003341662,0.3375915],"category_scores_gemma":[0.007110587,0.001465634,0.00175435,0.001414691,0.001323562,0.01171144,0.009884545,0.003717268,0.2324314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001589184,"about_ca_system_score_gemma":0.001521427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004105944,"about_ca_topic_score_gemma":0.005006385,"domain_scores_codex":[0.9985044,0.0002757516,0.00007277149,0.0002600841,0.0005784746,0.0003085575],"domain_scores_gemma":[0.9987841,0.0003587277,0.00003264679,0.0004111453,0.0002166691,0.0001967027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000434606,0.0001343288,0.0003758961,0.0008177685,0.00004353089,0.0005055491,0.0007402697,0.00194731,0.002485895,0.1162373,0.6398622,0.2364153],"study_design_scores_gemma":[0.00003458562,0.00001855369,0.00007667823,0.0001422247,0.000008774512,0.0002075865,0.0001051052,0.002315697,0.0007431728,0.02604282,0.9702804,0.0000242886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002351133,0.004113743,0.3122179,0.003289802,0.003510743,0.000975246,0.006673151,0.1681916,0.4986767],"genre_scores_gemma":[0.03783463,0.005877413,0.1816371,0.004074078,0.0007923989,0.002003283,0.02083098,0.068536,0.6784141],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3375915,"threshold_uncertainty_score":0.9448454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280096943884728,"score_gpt":0.1882552919579226,"score_spread":0.1654543225190753,"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."}}