{"id":"W4242347527","doi":"10.1007/978-1-4939-7131-2_100872","title":"Personality-Based Recommender Systems","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Recommender system; Personality; Computer science; Psychology; Information retrieval; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009599092,0.0004363646,0.0003430762,0.0004555271,0.0004145956,0.001557563,0.0007148978,0.0005936782,0.008448646],"category_scores_gemma":[0.002548065,0.000193832,0.0002960056,0.0009002554,0.0002903634,0.001656843,0.0005896728,0.001021085,0.003618987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005369897,"about_ca_system_score_gemma":0.0004380669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001741868,"about_ca_topic_score_gemma":0.002585714,"domain_scores_codex":[0.9996493,0.0001203049,0.00001593855,0.00006271964,0.0001292501,0.00002240334],"domain_scores_gemma":[0.9991894,0.0004614323,0.00002754747,0.0001392955,0.0001321229,0.0000502744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004351759,0.0001648323,0.002461759,0.0003069769,0.00007698733,0.00006958769,0.0002644524,0.004511188,0.00134182,0.103196,0.05069436,0.8368685],"study_design_scores_gemma":[0.00004277261,0.0002602553,0.01593686,0.0005775549,0.0001805898,0.0009912995,0.0006339677,0.1373603,0.004956906,0.2686977,0.5702436,0.0001182347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06385158,0.08647639,0.4402705,0.01274332,0.004686909,0.0002319054,0.0008248559,0.002029229,0.3888853],"genre_scores_gemma":[0.4548556,0.04127653,0.1890838,0.001091374,0.001892465,0.0001303793,0.001278128,0.0002355625,0.3101562],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008448646,"threshold_uncertainty_score":0.02826357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.206383493252668,"score_gpt":0.406575230743928,"score_spread":0.20019173749126,"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."}}