{"id":"W7036844654","doi":"","title":"The Day After Tomorrow: Transition Management, Spatial Planning &amp; the Low Carbon Economy","year":2015,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Process (computing); Scope (computer science); Population; Work (physics); Context (archaeology); Field (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002560565,0.0005492888,0.0003118794,0.001971855,0.005820133,0.012201,0.001675391,0.003987414,0.01907975],"category_scores_gemma":[0.003991331,0.0002485986,0.0003934533,0.00544868,0.01126823,0.009457886,0.007663873,0.004158615,0.003661062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009367746,"about_ca_system_score_gemma":0.01166956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02218345,"about_ca_topic_score_gemma":0.04093622,"domain_scores_codex":[0.9973618,0.001628513,0.00007794544,0.0002037657,0.0004126969,0.0003151434],"domain_scores_gemma":[0.997976,0.0007795509,0.0002425469,0.00009761155,0.00035627,0.0005479706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002567131,0.00007590753,0.001985385,0.0009217538,0.00001437338,0.0006257351,0.02443855,0.001866285,0.0001719692,0.5218502,0.1558542,0.29217],"study_design_scores_gemma":[0.000002363472,0.00002238396,0.00129003,0.001530127,0.000006780505,0.0003534217,0.04121948,0.0008264586,0.0001364014,0.1354338,0.8191525,0.00002623887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01366046,0.08889997,0.06851696,0.2633134,0.005030754,0.0003174762,0.0004937491,0.0006076291,0.5591596],"genre_scores_gemma":[0.6250117,0.1210751,0.07016934,0.02740955,0.002476467,0.0006635984,0.0006414006,0.0005107052,0.1520421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02218345,"threshold_uncertainty_score":0.06796807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03747492818260253,"score_gpt":0.2488425485519428,"score_spread":0.2113676203693403,"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."}}