{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001656825,0.0002806048,0.0003715413,0.0000363554,0.00009539053,0.00004838616,0.0002774113,0.0003081288,0.7035557],"category_scores_gemma":[0.0001727091,0.0002642406,0.000136156,0.00001713536,0.0002209711,1.787427e-7,0.000303393,0.0001813818,0.01492225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000479715,"about_ca_system_score_gemma":0.00000776503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01003854,"about_ca_topic_score_gemma":0.03456732,"domain_scores_codex":[0.9986442,0.00005931858,0.0003593142,0.0002789596,0.0003348269,0.0003233227],"domain_scores_gemma":[0.9991136,0.00009409707,0.0002831972,0.0003224587,0.00004588528,0.0001407978],"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":[0.0000143417,0.0000335244,0.0004854422,0.0001165295,0.00004788316,0.000008353921,0.00008579662,0.00005181382,0.00000111556,0.00000599632,0.9973454,0.001803791],"study_design_scores_gemma":[0.0002565649,0.0001193789,0.00116003,0.0000761384,0.00002961445,0.000009001481,0.00008088993,0.000006171333,0.000005895063,0.00001162649,0.9979537,0.000291024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002688441,0.000178613,0.00000122028,0.001884813,0.000273488,0.0004173996,0.00007333561,0.00007264706,0.9968296],"genre_scores_gemma":[0.000727485,0.0001555064,0.001109695,0.001790588,0.00009590525,0.00004445186,0.00006401753,0.00005573362,0.9959566],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6886335,"threshold_uncertainty_score":0.999981,"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."}}