{"id":"W4242574039","doi":"10.1007/978-1-4614-6170-8_100825","title":"Friend Recommender System","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Text and Document Classification Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Recommender system; Computer science; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001377557,0.0002249584,0.0002440781,0.0001831256,0.00007788208,0.0001769098,0.001339147,0.0003141668,0.0002797225],"category_scores_gemma":[0.000007424125,0.0001850907,0.00009582425,0.00003021559,0.00004534305,0.0001254028,0.0003999752,0.0002108368,0.00212791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009003834,"about_ca_system_score_gemma":0.0000286503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002311386,"about_ca_topic_score_gemma":0.000001755977,"domain_scores_codex":[0.9988526,0.000008143707,0.0002744439,0.0004696261,0.0002266504,0.0001685292],"domain_scores_gemma":[0.9983986,0.00004295732,0.0001948799,0.001255358,0.00005813829,0.00005005837],"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":[2.283636e-7,0.00000127477,4.27856e-7,0.00001603069,0.00001080708,0.000001671188,0.000009862489,1.023344e-7,0.000001336956,0.8549697,0.08632098,0.05866759],"study_design_scores_gemma":[0.0000634522,0.00002488604,0.000001616819,0.00004306088,0.000005309963,0.000008526218,0.00001462533,0.0006654366,0.00008017801,0.05776387,0.9410906,0.0002384315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.898244e-8,0.00006949639,0.4129588,0.001836026,0.000325796,0.00007781773,9.625658e-7,0.001501523,0.5832295],"genre_scores_gemma":[0.004444897,0.00003145347,0.01732394,0.0002216129,0.00006609021,0.00001353006,0.000006269892,0.00001945373,0.9778727],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8547696,"threshold_uncertainty_score":0.9986491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477368503885221,"score_gpt":0.2201684201543449,"score_spread":0.1953947351154927,"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."}}