{"id":"W7011677826","doi":"","title":"Mwv Episode 72 Jonathan Eisen Evolvability, The Built Environment And Open Science 1280x 720","year":2013,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leverage (statistics); Built environment; Work (physics); Citizen science; Open science","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.001122496,0.0004784466,0.0003378681,0.0008759199,0.003852876,0.005673049,0.000595135,0.003800863,0.1155549],"category_scores_gemma":[0.004663805,0.000306321,0.0002331581,0.000805857,0.001162913,0.003988111,0.002464029,0.004905361,0.04144179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003121731,"about_ca_system_score_gemma":0.001835775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01120664,"about_ca_topic_score_gemma":0.0335683,"domain_scores_codex":[0.9992466,0.0001398816,0.00002441739,0.00009463455,0.0003542704,0.0001402917],"domain_scores_gemma":[0.9985124,0.0003866951,0.00005804264,0.00007696319,0.0003687007,0.0005971132],"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":[0.000002835684,0.000003052433,0.00001744937,0.000006790207,3.563546e-7,0.00001548946,0.00003042281,0.000004479864,0.00001551035,0.002529274,0.9941276,0.003246698],"study_design_scores_gemma":[9.173752e-7,0.000001623072,0.00007243628,0.00002448721,2.707536e-7,0.00001591385,0.00004740233,0.000007852591,0.00001560409,0.0005492629,0.9992625,0.000001687313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001141076,0.02691751,0.0007282117,0.3821034,0.07955566,0.00005359916,0.0006528239,0.0004159336,0.5084317],"genre_scores_gemma":[0.004316111,0.00463882,0.0001703111,0.03399063,0.01030874,0.00003628491,0.0001755636,0.0002385227,0.946125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9994048,"threshold_uncertainty_score":0.3865697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006890681459010746,"score_gpt":0.1885292049326952,"score_spread":0.1816385234736844,"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."}}