{"id":"W4255491308","doi":"10.1007/978-1-4939-7131-2_100263","title":"DeepGraph","year":2018,"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":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002320174,0.001103004,0.0004223625,0.001097862,0.0007852842,0.002068751,0.001204266,0.0008649905,0.1474584],"category_scores_gemma":[0.001228501,0.0006089981,0.000571258,0.00155815,0.0006066667,0.004241424,0.00181885,0.002483268,0.08718666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009084247,"about_ca_system_score_gemma":0.001131403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002048678,"about_ca_topic_score_gemma":0.005932624,"domain_scores_codex":[0.999792,0.00002160462,0.000007127926,0.00007336465,0.00008241171,0.0000234805],"domain_scores_gemma":[0.99967,0.00007700599,0.00001087944,0.000132595,0.00007289585,0.00003661],"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":[0.00002319846,0.0000345532,0.00009040607,0.0002307792,0.00001216321,0.00003450473,0.00007151258,0.002727613,0.001519585,0.1858304,0.4569122,0.352513],"study_design_scores_gemma":[0.000005387938,0.0000068949,0.00009890802,0.0001011645,0.000009800283,0.00009384118,0.00002552677,0.004526159,0.00172688,0.1801466,0.8132471,0.00001187173],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002702194,0.003640997,0.3134181,0.003454135,0.001693924,0.0001330764,0.007222583,0.01337828,0.6543568],"genre_scores_gemma":[0.03363341,0.006705819,0.1646265,0.002012263,0.0006137681,0.0002312291,0.01679671,0.008030955,0.7673493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1474584,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305351930993367,"score_gpt":0.2046377372917908,"score_spread":0.1915842179818571,"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."}}