{"id":"W4246177904","doi":"10.26443/fo.v12i.198","title":"Contributors","year":2010,"lang":"en","type":"article","venue":"Fontanus","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001757797,0.00008136464,0.00009682008,0.00004240188,0.0000547685,0.00002710301,0.0001522554,0.00006377113,0.001338894],"category_scores_gemma":[0.0001770974,0.00007416687,0.00004465626,0.0001180345,0.00004675107,0.00008285153,0.00002749834,0.0002248411,0.02390801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002906633,"about_ca_system_score_gemma":0.0000302498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163315,"about_ca_topic_score_gemma":0.0009636261,"domain_scores_codex":[0.9993454,0.0000141383,0.00009801711,0.0001390192,0.0001525066,0.0002509548],"domain_scores_gemma":[0.9994715,0.00003511554,0.00003697961,0.0002955815,0.00005538324,0.0001054062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008579153,0.0001403103,0.03316128,0.000003855296,0.00004180614,0.0001813432,0.0002732081,0.000001357907,0.7860413,0.03941057,0.1330804,0.00757881],"study_design_scores_gemma":[0.0009082426,0.00004028488,0.07472073,0.00000273112,0.00001626296,0.00008564387,0.00001859284,0.00006522505,0.03413188,0.001782285,0.8880215,0.0002066172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9232035,0.00002221798,0.00003044016,0.0001141451,0.001000339,0.0001116343,0.00006996748,0.0003115102,0.07513622],"genre_scores_gemma":[0.9976659,1.811052e-7,0.0003649632,0.00009097398,0.0002380613,0.00001053235,0.00001242851,0.00003566188,0.001581285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7549412,"threshold_uncertainty_score":0.999574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003679279892782417,"score_gpt":0.2293466564296549,"score_spread":0.2256673765368725,"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."}}