{"id":"W4231926926","doi":"10.1007/978-1-4939-7131-2_100012","title":"Affect-Based Recommender Systems","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Recommender system; Affect (linguistics); Computer science; Human–computer interaction; Information retrieval; Psychology; Communication","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":[0.001046556,0.0007458172,0.0006968281,0.0004647041,0.0005639545,0.002093615,0.001081166,0.0009442375,0.01659492],"category_scores_gemma":[0.002947792,0.0003388681,0.0005205321,0.0008318179,0.0002565239,0.00238148,0.0007907773,0.001384923,0.008262302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005601141,"about_ca_system_score_gemma":0.0003992226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002061736,"about_ca_topic_score_gemma":0.003466513,"domain_scores_codex":[0.9996237,0.0001104126,0.00001889894,0.00008891793,0.0001343761,0.00002365143],"domain_scores_gemma":[0.9990348,0.0005526147,0.00002999222,0.0001643343,0.0001652659,0.0000530476],"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":[0.00009632122,0.0002402707,0.001308612,0.0004349273,0.0001368435,0.00008782701,0.0002539707,0.0118009,0.002474061,0.06937668,0.1071237,0.8066659],"study_design_scores_gemma":[0.00006380568,0.0002411498,0.005684176,0.0004511645,0.0002609208,0.0006407652,0.0003630139,0.3064865,0.005609896,0.1702174,0.5098408,0.0001403611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03108419,0.0577753,0.6243127,0.008524467,0.005124462,0.0002791496,0.001348955,0.005066446,0.2664844],"genre_scores_gemma":[0.3268537,0.03548005,0.2766736,0.001798894,0.002659812,0.0002914259,0.002913506,0.000639469,0.3526895],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01659492,"threshold_uncertainty_score":0.05551553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2072880017196738,"score_gpt":0.4542877845136479,"score_spread":0.2469997827939741,"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."}}