{"id":"W4254514774","doi":"10.1007/978-1-4614-6170-8_100223","title":"Group Personalization","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Personalization; Group (periodic table); Computer science; Psychology; World Wide Web; Physics","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":[0.000421766,0.0004243153,0.0002187393,0.0005258705,0.001291682,0.001907809,0.0005170777,0.0005633413,0.0578133],"category_scores_gemma":[0.0009114597,0.000124183,0.0002009214,0.0006079107,0.001528915,0.002287481,0.001846943,0.001358889,0.01208349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008724137,"about_ca_system_score_gemma":0.0005486683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006418922,"about_ca_topic_score_gemma":0.001067709,"domain_scores_codex":[0.9997163,0.00008619012,0.000007409656,0.00006478679,0.00009060998,0.00003474142],"domain_scores_gemma":[0.99981,0.00003759387,0.00001246401,0.00007016732,0.00003180137,0.00003792867],"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":[0.00002483556,0.00004826766,0.000437581,0.00009458272,0.000006653853,0.00005573185,0.00514829,0.0002440959,0.001039071,0.6069076,0.07705977,0.3089336],"study_design_scores_gemma":[0.000005845628,0.00004019996,0.001879415,0.0001272161,0.000007170722,0.0003168024,0.002691158,0.0003918705,0.0008459884,0.1811884,0.8124956,0.00001038167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005847753,0.001484023,0.009571082,0.001709851,0.0005325212,0.00004285357,0.00004176294,0.00009447106,0.9806758],"genre_scores_gemma":[0.1625977,0.002762969,0.005965183,0.0006240875,0.0004441732,0.00009068429,0.0001202496,0.0001474475,0.8272475],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0578133,"threshold_uncertainty_score":0.1934047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02818776645068639,"score_gpt":0.3523304453224709,"score_spread":0.3241426788717845,"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."}}