{"id":"W4229825606","doi":"10.1007/978-1-4614-6170-8_100660","title":"Graph Matching","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Graph; Matching (statistics); Computer science; Mathematics; Theoretical computer science; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002277038,0.0002158155,0.0002109046,0.0001611569,0.00009162557,0.0001177813,0.0009898643,0.0001503992,0.000276052],"category_scores_gemma":[0.000001862673,0.0001801396,0.0001807197,0.00002639894,0.00004346612,0.0001018628,0.000241384,0.0002433834,0.0008157456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006483058,"about_ca_system_score_gemma":0.00001473053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002613123,"about_ca_topic_score_gemma":0.000001670149,"domain_scores_codex":[0.9990705,0.00001276792,0.0001676021,0.0003786026,0.0001978237,0.0001727626],"domain_scores_gemma":[0.9990647,0.000061537,0.00008522742,0.0006775251,0.00003076112,0.00008022573],"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":[2.953117e-7,0.000001436435,9.122132e-8,0.000006263229,0.00001397172,0.000009334401,0.00004012727,0.000004579417,0.000003323758,0.9658049,0.0008957009,0.03321991],"study_design_scores_gemma":[0.00004600901,0.0000199548,0.000001061629,0.00003551383,0.00000465815,0.00001504794,7.381391e-7,0.0001716225,0.00002010317,0.8916342,0.1078239,0.0002271764],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[6.969844e-7,0.00004349759,0.4987083,0.00008198696,0.0003125412,0.00003301441,6.910644e-7,0.0001624864,0.5006568],"genre_scores_gemma":[0.0008702541,0.00002199402,0.03402405,0.0009161402,0.00015802,0.000001996558,0.000003214418,0.00002214697,0.9639822],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4646842,"threshold_uncertainty_score":0.9999622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090551290675865,"score_gpt":0.2012991611612291,"score_spread":0.1903936482544705,"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."}}