{"id":"W4248865771","doi":"10.1007/978-1-4939-7131-2_101216","title":"Social-Based Recommendations","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001877554,0.0001698535,0.0002236717,0.0001448756,0.002485081,0.0002760239,0.0007981521,0.0004532599,0.1341321],"category_scores_gemma":[0.000296105,0.0001633518,0.0001903423,0.000130373,0.002708149,0.0001818379,0.00008274045,0.000293628,0.003181407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004024534,"about_ca_system_score_gemma":0.001452037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171131,"about_ca_topic_score_gemma":0.00937923,"domain_scores_codex":[0.997489,0.0001375689,0.0002439414,0.0003716455,0.001258617,0.0004992796],"domain_scores_gemma":[0.998692,0.0003281054,0.0001681676,0.0001828555,0.0003996624,0.0002291721],"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":[0.000001149154,0.000005430323,0.000003943192,0.00000196047,0.000008174685,9.106736e-7,0.001840556,1.500985e-8,4.0886e-7,0.5720792,0.416789,0.009269245],"study_design_scores_gemma":[0.00004198291,0.0000201084,0.000003922851,0.00001724679,0.000007494021,2.435695e-8,0.0006406908,0.000002107399,0.000002817781,0.1642421,0.8348439,0.000177612],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002243053,0.00003060646,0.0001127635,0.03839931,0.0004628848,0.0003173032,0.00001973588,0.0001822854,0.9604729],"genre_scores_gemma":[0.0009150779,0.0001502915,0.0008769091,0.0007593785,0.002300428,0.0000162036,0.00002318202,0.00002473677,0.9949338],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4180549,"threshold_uncertainty_score":0.9988136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.203692462770558,"score_gpt":0.473136870215913,"score_spread":0.269444407445355,"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."}}