{"id":"W6984026363","doi":"","title":"2003 promo for Sk8","year":2003,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Image Enhancement Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":[0.0003033587,0.0003328021,0.0003721597,0.0001035219,0.00005710971,0.00007643454,0.0008705138,0.0003280664,0.09924661],"category_scores_gemma":[0.0001711929,0.0003359416,0.0001203973,0.00001737846,0.00007302954,4.19099e-7,0.0001215215,0.0001673565,0.004752937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005168149,"about_ca_system_score_gemma":0.00006412886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003595672,"about_ca_topic_score_gemma":0.0001029129,"domain_scores_codex":[0.9983723,0.00005337761,0.0005461809,0.000281058,0.0003836164,0.0003634339],"domain_scores_gemma":[0.998293,0.00004749311,0.0005845405,0.0006785341,0.0003149865,0.00008142593],"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":[0.00000776594,0.00003671692,1.302897e-7,0.0003312722,0.00002858259,0.000004293248,0.00004213352,0.000004902688,6.146548e-7,0.0005799916,0.9933105,0.005653167],"study_design_scores_gemma":[0.000330555,0.0001773413,2.134133e-7,0.0001764901,0.00001720735,0.00002729128,0.000005065885,0.00007871525,0.0003058447,0.00007531046,0.9984488,0.0003571104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.443539e-7,0.0003323576,0.002754761,0.000122779,0.0004658127,0.001270428,0.00005429463,0.0005979182,0.9944015],"genre_scores_gemma":[0.000003961766,0.0001396973,0.1543398,0.0003985818,0.00007197445,0.000111836,0.00005222619,0.00008793538,0.844794],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.151585,"threshold_uncertainty_score":0.9999093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006237816274588109,"score_gpt":0.1968696621867184,"score_spread":0.1906318459121303,"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."}}