{"id":"W4251041288","doi":"10.1007/978-1-4614-6170-8_100219","title":"Community Discovery","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Semantic Web and Ontologies","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":[0.001590512,0.0008900864,0.000934248,0.005395915,0.002849518,0.00424442,0.0026022,0.001535972,0.0405971],"category_scores_gemma":[0.005640454,0.0005692011,0.001051279,0.005628103,0.001214856,0.007609419,0.004746094,0.00170219,0.02031345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626647,"about_ca_system_score_gemma":0.002235704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002706673,"about_ca_topic_score_gemma":0.004884469,"domain_scores_codex":[0.9985074,0.0002742636,0.00006294792,0.0003993332,0.0006603051,0.00009568543],"domain_scores_gemma":[0.9981152,0.0005816076,0.00006759319,0.0006032069,0.0004964282,0.0001360053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004026584,0.00007037774,0.0002702887,0.0003323542,0.00003499732,0.00006704139,0.0002909572,0.001741462,0.001100602,0.3459583,0.1366026,0.5134907],"study_design_scores_gemma":[0.00001687392,0.00001808358,0.0003107669,0.0002153239,0.00003079863,0.0004090525,0.0003074908,0.01490608,0.002971199,0.3964272,0.5843567,0.00003027834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004410125,0.006504455,0.6095355,0.004762161,0.001509066,0.0007123394,0.00215361,0.003518823,0.366894],"genre_scores_gemma":[0.07953187,0.008256851,0.4889407,0.001045704,0.001090903,0.0007008568,0.009117541,0.001387496,0.4099281],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0405971,"threshold_uncertainty_score":0.1358109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03777829133607345,"score_gpt":0.2376958342445508,"score_spread":0.1999175429084773,"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."}}