{"id":"W2963096576","doi":"10.3390/en12142778","title":"Developing Interventions for Scaling Up UK Upcycling","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Research Councils UK; De Montfort University; Trent University; Nottingham Trent University","keywords":"Psychological intervention; Context (archaeology); Delphi method; Intervention (counseling); Behaviour change; Psychology; Medicine; Computer science; Nursing; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002214508,0.0001372769,0.0001686241,0.0001458173,0.0001767606,0.0002094728,0.0002095444,0.00005015667,0.0003162385],"category_scores_gemma":[0.0001137363,0.0001369777,0.000157879,0.0002064497,0.00004213551,0.000687082,0.0002573484,0.00005814269,0.0001963669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041269,"about_ca_system_score_gemma":0.00001135242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001246649,"about_ca_topic_score_gemma":0.00002001805,"domain_scores_codex":[0.999091,0.000004077638,0.0002631285,0.0002477875,0.0001282544,0.0002657376],"domain_scores_gemma":[0.9995304,0.0000685277,0.0001220146,0.00020545,0.00006814604,0.000005455423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001028905,0.0001345357,0.4265916,0.006727041,0.0001126767,0.000004282208,0.0002903124,0.07476446,0.00309501,0.4633476,0.002582652,0.02224701],"study_design_scores_gemma":[0.004380852,0.00003286869,0.4820691,0.002808707,0.000296022,0.000005420379,0.01130344,0.0153145,0.008211178,0.1070261,0.3658432,0.002708553],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907792,0.0001203343,0.005267308,0.0008354574,0.001130584,0.0003299111,0.000001204478,0.0001275061,0.001408522],"genre_scores_gemma":[0.9940512,0.000006490044,0.003003652,0.0005388706,0.0004553672,0.00006705315,0.00003848414,0.00002932595,0.001809603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3632605,"threshold_uncertainty_score":0.5585787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03200856306146883,"score_gpt":0.2759319724062093,"score_spread":0.2439234093447405,"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."}}