{"id":"W2015910933","doi":"10.1007/s10462-009-9141-6","title":"On the importance of relational concept knowledge in referral networks","year":2008,"lang":"en","type":"article","venue":"Artificial Intelligence Review","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"McGill University","keywords":"Computer science; Oracle; Referral; Domain (mathematical analysis); Relation (database); Domain knowledge; Knowledge management; Service (business); Business; Data mining; Software engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008568537,0.0001630018,0.0003379814,0.00009139161,0.0001037859,0.00001394088,0.001328628,0.0000791207,0.00006190792],"category_scores_gemma":[0.0006392573,0.0001169946,0.00009835933,0.001736929,0.0002220386,0.0001609306,0.0002693216,0.0003370689,0.000206332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006451772,"about_ca_system_score_gemma":0.0000881076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001033064,"about_ca_topic_score_gemma":0.00008046496,"domain_scores_codex":[0.9981369,0.0001461032,0.0007426275,0.0003821228,0.0002719765,0.0003202473],"domain_scores_gemma":[0.9981648,0.0006133549,0.0001883487,0.0008496828,0.0001315431,0.00005222204],"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":[0.000003254938,0.00006092931,0.0003640151,0.00002458768,0.000005147593,0.00001085893,0.0001926898,0.002870513,0.000005577193,0.8795094,0.006244293,0.1107087],"study_design_scores_gemma":[0.0001236281,0.00116465,0.01078083,0.01516661,0.00004852192,0.0001882121,0.0002493431,0.3339682,0.009264608,0.5450763,0.08172246,0.002246622],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02538759,0.1273229,0.8107626,0.0266506,0.0008652357,0.001805487,0.000004155994,0.0003911318,0.00681034],"genre_scores_gemma":[0.9798384,0.01239647,0.005371853,0.002142688,0.00006435785,0.00008334066,0.000002393605,0.00001042412,0.00009001404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9544508,"threshold_uncertainty_score":0.4770902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1486154703325223,"score_gpt":0.3399096580859765,"score_spread":0.1912941877534541,"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."}}