{"id":"W4253121532","doi":"10.1007/978-1-4939-7131-2_101500","title":"Social Tags","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Consumer behavior in food and health","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":[0.0006384343,0.0009616425,0.0003742556,0.002856417,0.001204045,0.004680403,0.0008809634,0.001264001,0.1310551],"category_scores_gemma":[0.002881933,0.0003651021,0.0004736888,0.003334134,0.0009096079,0.007691894,0.002595117,0.001005934,0.1130604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008332351,"about_ca_system_score_gemma":0.0006446952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001727527,"about_ca_topic_score_gemma":0.002376069,"domain_scores_codex":[0.9991977,0.000158653,0.00004470538,0.0001925682,0.0003421946,0.00006427519],"domain_scores_gemma":[0.999123,0.0002791453,0.00004205186,0.0002911874,0.0002067547,0.00005787963],"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":[0.00006558701,0.00005714254,0.0005613387,0.0002643953,0.0000175725,0.0001367918,0.0006813072,0.0004888627,0.004172766,0.2137359,0.3127713,0.4670471],"study_design_scores_gemma":[0.000003931842,0.00001136346,0.0002894728,0.00007216158,0.000007571622,0.0001978907,0.0002740819,0.0009197312,0.001646601,0.03611094,0.9604508,0.00001540939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005067248,0.002441803,0.1198953,0.003329799,0.003232992,0.0003006063,0.01141275,0.005940717,0.8483788],"genre_scores_gemma":[0.03943528,0.003605659,0.03644376,0.001395703,0.001008943,0.0002957829,0.01599981,0.00176135,0.9000537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1310551,"threshold_uncertainty_score":0.438423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1457357181799844,"score_gpt":0.4129120151150445,"score_spread":0.2671762969350601,"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."}}