{"id":"W4251803314","doi":"10.1007/978-1-4614-6170-8_261","title":"Social Web Search","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"World Wide Web; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002786395,0.0001932078,0.0002817523,0.0001243723,0.0001001978,0.000172215,0.0009607812,0.0002813082,0.0003218683],"category_scores_gemma":[0.000001313927,0.000161356,0.0001484223,0.0000183782,0.00002796774,0.00006900544,0.0004206641,0.0002590797,0.0006044304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004113489,"about_ca_system_score_gemma":0.00006914359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002239479,"about_ca_topic_score_gemma":0.00001575437,"domain_scores_codex":[0.9989072,0.00002053428,0.0002152811,0.0003708467,0.0002930931,0.0001930313],"domain_scores_gemma":[0.9992746,0.00004249677,0.00007314623,0.0004859064,0.00006647289,0.0000573817],"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":[1.586531e-7,0.000001339769,9.078228e-7,0.00001203676,0.00001091577,0.000002418048,0.00002946419,8.101199e-9,0.000002898772,0.8119856,0.1485642,0.03939011],"study_design_scores_gemma":[0.00004700854,0.00003269977,0.000002187289,0.00002329795,0.000002141994,0.000009313813,5.243868e-7,0.0005225162,0.0000498511,0.0357907,0.9633096,0.0002100916],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.256817e-7,0.0000295394,0.2668833,0.001141154,0.0001705188,0.0001061297,9.834257e-7,0.0003166088,0.7313515],"genre_scores_gemma":[0.004685268,0.00002296374,0.007408101,0.0004483547,0.0004975522,0.000006740222,0.000002896403,0.00002484996,0.9869033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8147454,"threshold_uncertainty_score":0.7768932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05284605533045283,"score_gpt":0.2851243974179269,"score_spread":0.2322783420874741,"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."}}