{"id":"W6931447089","doi":"10.5281/zenodo.8341885","title":"بيان فانكوفر بشأن التجميعات كبيانات","year":2023,"lang":"ar","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Probability and Risk Models","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statement (logic); Product (mathematics); The Internet; State (computer science); Field (mathematics)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007975148,0.0004118244,0.0005213119,0.001064495,0.007034844,0.00401035,0.004824973,0.0002966348,0.05214151],"category_scores_gemma":[0.007458208,0.0003836082,0.0002868311,0.004939537,0.0008618935,0.001261239,0.005515668,0.0008377971,0.4120918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002840968,"about_ca_system_score_gemma":0.00002832269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005278585,"about_ca_topic_score_gemma":0.000001693433,"domain_scores_codex":[0.9917079,0.00190477,0.00109915,0.001612073,0.002391776,0.001284282],"domain_scores_gemma":[0.994849,0.0003847843,0.0003538116,0.00201528,0.001707265,0.0006898596],"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":[0.0001602704,0.0003102206,0.00001467802,0.0001027179,0.00008268719,0.00008659856,0.005016896,0.001215902,0.001304927,0.01813189,0.6979114,0.2756618],"study_design_scores_gemma":[0.0007477949,0.0003586099,0.0009062915,0.00008255646,0.00003079868,0.0000818075,0.001611859,0.01134231,0.0002598172,0.01670199,0.9674186,0.0004575245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.157439,0.001327254,0.01683703,0.02445835,0.003209775,0.003296082,0.003260945,0.008606361,0.7815652],"genre_scores_gemma":[0.9581198,0.001506011,0.0004050615,0.0005775554,0.0007122396,1.235571e-7,0.001571678,0.003036585,0.03407102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8006807,"threshold_uncertainty_score":0.9998616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1783693557967219,"score_gpt":0.3441376691321236,"score_spread":0.1657683133354017,"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."}}