{"id":"W4238534709","doi":"10.1007/978-1-4939-7131-2_101046","title":"Semantic Social Web","year":2018,"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":"Social Semantic Web; Computer science; Semantic Web; World Wide Web; Natural language processing; Information retrieval","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":[0.000615013,0.0009144765,0.0005400363,0.003152023,0.001278231,0.004792419,0.0007596242,0.00138236,0.02584155],"category_scores_gemma":[0.001604314,0.0003753482,0.0005099409,0.00470203,0.001717833,0.01045625,0.00293116,0.001499791,0.01539275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570602,"about_ca_system_score_gemma":0.001571691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001389218,"about_ca_topic_score_gemma":0.002025587,"domain_scores_codex":[0.9993365,0.0001712861,0.00003911704,0.00009134133,0.0003200073,0.00004177949],"domain_scores_gemma":[0.9996531,0.0001373481,0.00001506742,0.0000828709,0.00008226708,0.00002947313],"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":[0.000008195952,0.00002589034,0.00006251207,0.0002604447,0.00001208862,0.00006854682,0.000309851,0.0004593818,0.0004398687,0.662827,0.159387,0.1761392],"study_design_scores_gemma":[0.000001709552,0.000002153125,0.00005226365,0.0001337808,0.000004414549,0.0001076158,0.0001160939,0.0006400604,0.0002302311,0.2310624,0.7676446,0.000004687616],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002199867,0.02404544,0.1006583,0.009190202,0.004432699,0.0001188074,0.001011237,0.001176438,0.8571671],"genre_scores_gemma":[0.07283416,0.05561877,0.07401906,0.004091111,0.004094895,0.0003862747,0.00620105,0.001345584,0.781409],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02584155,"threshold_uncertainty_score":0.08644867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03265582650764171,"score_gpt":0.249020361722553,"score_spread":0.2163645352149113,"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."}}