{"id":"W7028347422","doi":"","title":"Episode 30: How to improve a Coaster","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Ecology, Conservation, and Geographical Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Roller coaster; Consumption (sociology); Harm; Fountain","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":[],"consensus_categories":[],"category_scores_codex":[0.003180802,0.0005210499,0.0004774322,0.0004693685,0.01656281,0.007280116,0.001948703,0.005527123,0.09086852],"category_scores_gemma":[0.008549115,0.0004260149,0.0006186314,0.000740985,0.002292951,0.009486618,0.008930671,0.01059851,0.02490352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004949817,"about_ca_system_score_gemma":0.006944559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04646245,"about_ca_topic_score_gemma":0.1403494,"domain_scores_codex":[0.9962016,0.001278982,0.0001091535,0.0003615768,0.0007823671,0.001266405],"domain_scores_gemma":[0.996848,0.0002527988,0.000120202,0.0002701248,0.0007795736,0.001729206],"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":[0.00004240622,0.0001088023,0.0007494122,0.0001134709,0.00000583368,0.0006719293,0.02154806,0.0000668358,0.0004094986,0.01247669,0.9371466,0.02666061],"study_design_scores_gemma":[0.000004989814,0.00001972789,0.0004759534,0.00008432816,0.000002466982,0.0001025116,0.01663384,0.00002989985,0.0001445597,0.0009352347,0.9815573,0.000009139102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02985033,0.002367562,0.003702053,0.2632416,0.01318423,0.0005902544,0.001348558,0.001242204,0.6844732],"genre_scores_gemma":[0.1232964,0.002335109,0.004847525,0.09099733,0.00138617,0.0004114484,0.001478779,0.001712635,0.7735346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09086852,"threshold_uncertainty_score":0.3039855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005348394749784996,"score_gpt":0.1769359612736681,"score_spread":0.1715875665238831,"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."}}