{"id":"W6904786165","doi":"10.14288/1.0225773","title":"Business cards and notices of assessment","year":2016,"lang":"en","type":"article","venue":"Open Collections","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Postal service; ATM card; Smart card; Envelope (radar)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001736694,0.00005600273,0.0001355626,0.00003279497,0.0006934968,0.0001045864,0.0001422685,0.00003149902,0.0003549866],"category_scores_gemma":[0.0001354373,0.00003314672,0.0000204506,0.0002903278,0.00007783146,0.0001060571,0.0001818626,0.00002825805,2.118887e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001780058,"about_ca_system_score_gemma":0.00005344577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003336557,"about_ca_topic_score_gemma":0.0002324672,"domain_scores_codex":[0.9995793,0.00003995216,0.0001259758,0.0001019672,0.00007977855,0.00007302881],"domain_scores_gemma":[0.9993218,0.0002977698,0.00006467618,0.0001765447,0.0001133712,0.00002590151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008189977,0.000264813,0.002070742,0.0001603386,0.0003467049,0.000003789009,0.0008117852,0.000007432649,0.001293323,0.7349839,0.2496761,0.01029922],"study_design_scores_gemma":[0.001019175,0.00008408962,0.01015067,0.0001108643,0.00009858466,0.00001071018,0.0002621293,0.00003335331,0.001054434,0.9643124,0.02268852,0.0001751213],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1319642,0.00003773312,0.003377329,0.0005068125,0.0005713874,0.000603094,0.00008204047,0.00003293079,0.8628244],"genre_scores_gemma":[0.9034773,0.00002675522,0.01103028,0.00002145003,0.00004041893,0.00003742789,3.537475e-7,0.00001147875,0.08535451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7774699,"threshold_uncertainty_score":0.5333887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224081156998347,"score_gpt":0.3316519362071176,"score_spread":0.2994111246371342,"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."}}