{"id":"W4408815261","doi":"10.63485/2364c-18519","title":"PKP conference presentations","year":2007,"lang":"en","type":"preprint","venue":"","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Political 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":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006280758,0.000211954,0.000382713,0.0005108883,0.0001767487,0.004612268,0.006286934,0.0005942566,0.006518797],"category_scores_gemma":[0.008107092,0.0001465741,0.0001591957,0.0006162199,0.0001507547,0.001005197,0.003762803,0.001504502,0.001495118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003106483,"about_ca_system_score_gemma":0.0004534378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007505802,"about_ca_topic_score_gemma":0.0001720231,"domain_scores_codex":[0.9950529,0.0001923737,0.0009682634,0.0009323369,0.002520344,0.0003338332],"domain_scores_gemma":[0.9952561,0.001812015,0.0004896226,0.0012634,0.0009437586,0.000235135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006800784,0.00002610639,0.02330787,0.000004613363,0.00001849877,0.000006874303,0.0005189602,0.0003671615,0.000004648097,0.04133779,0.8996037,0.03479696],"study_design_scores_gemma":[0.0001791602,0.00000790062,0.04117454,0.00003673063,0.00001908039,0.00000693665,0.001804718,0.007011837,0.0003380237,0.7034446,0.2454935,0.0004830011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02035116,0.0001195459,0.1976022,0.006184245,0.002105289,0.0002762001,0.00004338577,0.0001308074,0.7731872],"genre_scores_gemma":[0.8383452,0.00003231398,0.003860951,0.001183077,0.0003975045,0.00002125723,0.00003867093,0.0000120569,0.156109],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.817994,"threshold_uncertainty_score":0.9992824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3381312141960751,"score_gpt":0.5198243379215084,"score_spread":0.1816931237254333,"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."}}