{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003523349,0.0002159827,0.0002262998,0.00004794798,0.0000916389,0.0001987576,0.0008715561,0.00009494599,0.04680178],"category_scores_gemma":[0.00005341572,0.0001715793,0.00004382279,0.00001050427,0.0003402723,0.000001042685,0.0005374837,0.0002090825,0.003315214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000646757,"about_ca_system_score_gemma":0.00001574646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003705696,"about_ca_topic_score_gemma":0.0002251199,"domain_scores_codex":[0.9987866,0.00001861659,0.0002696999,0.0001609997,0.0004023598,0.0003617042],"domain_scores_gemma":[0.9992173,0.00007015833,0.00007344455,0.0004591839,0.00003362743,0.0001462898],"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":[0.000003586382,0.00001244262,0.000004651376,0.0001950495,0.00002654179,0.000001263939,0.00007642029,0.006857394,0.0000152437,0.00004950552,0.9861667,0.006591187],"study_design_scores_gemma":[0.0001602718,0.00003712789,0.0001164682,0.00007448222,0.00001058757,0.000008207509,0.00003018165,0.005248005,0.00006586481,0.0001310829,0.9939204,0.0001973137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002120589,0.0004359218,0.00000287975,0.0001519435,0.0000867972,0.000524488,0.00004341614,0.0001063986,0.9965276],"genre_scores_gemma":[0.06384633,0.0006451408,0.0008483581,0.00004243838,0.00008030192,0.0000543767,0.00001521843,0.0001008777,0.9343669],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06216061,"threshold_uncertainty_score":0.9974608,"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."}}