{"id":"W7031187144","doi":"","title":"Bad Panda #57","year":2010,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Punk; Sincerity; Style (visual arts); Dance; Ballroom; Chapel; Dystopia","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":[0.0003166886,0.0002228287,0.0002856643,0.00007291419,0.00010593,0.00006406096,0.0003430724,0.0006031078,0.5427904],"category_scores_gemma":[0.0003183357,0.0002298273,0.0001252235,0.000007721941,0.0001715609,1.182519e-7,0.00003715087,0.0003459093,0.01332178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003418486,"about_ca_system_score_gemma":0.00005927788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02789653,"about_ca_topic_score_gemma":0.009909073,"domain_scores_codex":[0.9986793,0.00006478051,0.0003325761,0.0001455323,0.0004705313,0.0003072138],"domain_scores_gemma":[0.9990418,0.0001610926,0.0002745247,0.0002756919,0.00009612643,0.0001507606],"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":[0.000008067627,0.00001418377,0.000008906752,0.00009222453,0.00002351998,0.000006817633,0.0006563141,0.00002451985,9.898298e-8,0.00007538991,0.9959663,0.003123682],"study_design_scores_gemma":[0.0001813523,0.00003118608,0.000009989703,0.0001208896,0.00002286191,0.00000629083,0.0001457357,0.00000184925,0.000002256066,0.00001045361,0.9992108,0.0002563546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001946983,0.0001506532,0.000006552474,0.0001186151,0.0009138749,0.0002642716,0.00007197263,0.0005018965,0.9979527],"genre_scores_gemma":[0.0008166292,0.000195045,0.001101336,0.0001557365,0.0005291377,0.0000119983,0.00004975501,0.00009737171,0.997043],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5294687,"threshold_uncertainty_score":0.9874465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006636806995619288,"score_gpt":0.2059165912511329,"score_spread":0.1992797842555136,"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."}}