{"id":"W6930320947","doi":"10.5281/zenodo.12422025","title":"Der circle pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit circle; Key (lock); Virtuous circle and vicious circle; Style (visual arts)","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004882113,0.000229671,0.000191827,0.0005324654,0.0004842749,0.001802216,0.002985065,0.0001176381,0.09618101],"category_scores_gemma":[0.00007082677,0.0002612192,0.00008572538,0.0008599383,0.00008798264,0.0001455589,0.003940994,0.000350799,0.3827532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002004138,"about_ca_system_score_gemma":0.000005100118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002079904,"about_ca_topic_score_gemma":7.179059e-7,"domain_scores_codex":[0.9976548,0.0002471685,0.0002269051,0.0008682074,0.0005404878,0.0004624196],"domain_scores_gemma":[0.998279,0.00001021303,0.0001234915,0.001284512,0.0001196394,0.0001830926],"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":[0.000001848383,0.00003501316,3.165019e-8,0.000137219,0.00007850965,0.00006537094,0.00009681958,0.00002138964,0.00001628267,0.00901753,0.8737699,0.1167601],"study_design_scores_gemma":[0.0001662006,0.00007601142,0.000005735693,0.0001366952,0.00002224216,0.0000320646,0.00001344449,0.001228382,0.00001591319,0.0004419418,0.9975949,0.0002664719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001321985,0.0006255597,0.1021113,0.0005552441,0.0004724305,0.000525231,0.00004237529,0.00289954,0.892767],"genre_scores_gemma":[0.001042695,0.0002350849,0.00210289,0.0005398135,0.0006087701,1.573581e-7,0.0006108371,0.009714275,0.9851454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2865722,"threshold_uncertainty_score":0.999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150869584743169,"score_gpt":0.2290396588357217,"score_spread":0.20753096298829,"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."}}