{"id":"W4226244403","doi":"10.1145/3498851.3498966","title":"A Web Intelligence Solution to Support Recommendations from the Web","year":2021,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Web Intelligence","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Computer science; Web intelligence; World Wide Web; Web modeling; Data Web; Social Semantic Web; Web standards; Web page; Web mapping; Web development; Web mining; Web engineering; Web navigation; Big data; Web analytics; Web service; Data mining","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005208958,0.0004446292,0.0003963908,0.0002152873,0.0003602321,0.0004835024,0.002330934,0.0001013617,0.02504467],"category_scores_gemma":[0.0002282442,0.0004024485,0.0003296023,0.0007620354,0.0001677354,0.0002978464,0.0006488865,0.0006685635,0.001943483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210359,"about_ca_system_score_gemma":0.0007607892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005340232,"about_ca_topic_score_gemma":0.001242022,"domain_scores_codex":[0.9965705,0.0002406195,0.00090487,0.0009686076,0.0007496342,0.0005657915],"domain_scores_gemma":[0.9963211,0.0007064189,0.0003251082,0.00132056,0.001105374,0.0002214526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001182346,0.0007776844,0.008387708,0.000006594208,0.0007023878,0.00002619963,0.001087654,0.001333034,0.02684664,0.5176889,0.1054053,0.3376196],"study_design_scores_gemma":[0.0003567168,0.0004419274,0.0008797746,0.0008275344,0.0002446721,0.00001931445,0.004599321,0.2614735,0.1577189,0.2473725,0.3240731,0.001992776],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06827463,0.0000963477,0.7430869,0.05913178,0.00459985,0.001099838,0.001938732,0.000525697,0.1212462],"genre_scores_gemma":[0.9869275,0.0002542255,0.006815505,0.001571669,0.0009748767,0.0001973893,0.0006073014,0.0000388208,0.002612696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9186529,"threshold_uncertainty_score":0.9998428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08935352757827801,"score_gpt":0.3609356956451323,"score_spread":0.2715821680668543,"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."}}