{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001374321,0.0001978349,0.0001648124,0.0001548084,0.00007536863,0.00008785156,0.001034507,0.000167521,0.00241838],"category_scores_gemma":[0.0000025446,0.0001632385,0.0001596601,0.00003510288,0.0001093413,0.0001397046,0.0002477922,0.0001511244,0.002846826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006858516,"about_ca_system_score_gemma":0.00002400211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.669777e-7,"about_ca_topic_score_gemma":0.000001897271,"domain_scores_codex":[0.9991168,0.000007234541,0.0001431256,0.0003848476,0.0001807596,0.0001672341],"domain_scores_gemma":[0.9990122,0.00003226448,0.00006669602,0.0007424066,0.00006423509,0.00008217907],"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":[4.466464e-7,0.000002606656,2.182149e-7,0.000002598914,0.00001812263,0.00001290857,0.00004471241,5.608117e-8,0.000001516731,0.9766359,0.007920216,0.01536064],"study_design_scores_gemma":[0.00003610912,0.00003812834,0.000001256379,0.00001626765,0.000004033119,0.00001154256,6.599147e-7,0.0001501486,0.0000500168,0.6901568,0.3093618,0.0001732056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001166829,0.00009601496,0.2615779,0.00006662554,0.0004814755,0.00005000169,0.000001624233,0.0002082248,0.7375169],"genre_scores_gemma":[0.0001299077,0.00002657629,0.02835228,0.0005871578,0.0002142817,0.00000177994,0.000002579929,0.00001593721,0.9706695],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3014416,"threshold_uncertainty_score":0.9984936,"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."}}