{"id":"W280787175","doi":"10.1007/978-3-319-03807-0_4","title":"Collaborative Web Search","year":2013,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"The Internet; World Wide Web; Globe; Business; Internet privacy; Computer science; Biology","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":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.001611491,0.0007251138,0.00075924,0.002027723,0.0003347064,0.001431219,0.0106723,0.0004102634,0.00008335122],"category_scores_gemma":[0.00008345177,0.0007371368,0.0001163383,0.002419285,0.001327707,0.001348695,0.00909123,0.001217259,0.001885611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007664319,"about_ca_system_score_gemma":0.001636417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003911557,"about_ca_topic_score_gemma":0.00006070381,"domain_scores_codex":[0.9932907,0.00004077858,0.0007197529,0.002548045,0.001976167,0.001424614],"domain_scores_gemma":[0.9951063,0.0002210516,0.000235839,0.003157381,0.0008489599,0.0004305168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003273092,0.00003011337,0.00004997039,0.00002549946,0.00001724396,0.0001863497,0.0005654377,0.002335235,0.0002232399,0.690303,0.005618672,0.300642],"study_design_scores_gemma":[0.0009376583,0.0009445443,0.002161995,0.001519245,0.00001437731,0.0001321598,0.00001422176,0.4813859,0.003568908,0.1029335,0.4020216,0.004365862],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001154707,0.000469266,0.7000419,0.004506202,0.0036562,0.001692619,0.00001418401,0.001694319,0.2867706],"genre_scores_gemma":[0.03681784,0.0002254878,0.9054344,0.001998059,0.0006625643,0.0001132153,0.000002746423,0.000106607,0.05463913],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5873695,"threshold_uncertainty_score":0.9996054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646471713448474,"score_gpt":0.2504473968834876,"score_spread":0.2339826797490029,"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."}}