{"id":"W4413557128","doi":"10.64628/aam.wjyuhuea9","title":"Your emotions are the new hot commodity — and there’s an app for that","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Commodity; Commerce; Business; Economics; Psychology; Advertising; Market economy","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":[0.001780722,0.0006489262,0.000537828,0.0009319583,0.002911179,0.01026145,0.000731127,0.002512142,0.05213048],"category_scores_gemma":[0.007405754,0.0003251952,0.0005507307,0.0006863166,0.007574882,0.01493135,0.006291479,0.005068701,0.01141065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007985043,"about_ca_system_score_gemma":0.0009098675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001050117,"about_ca_topic_score_gemma":0.001685444,"domain_scores_codex":[0.9987815,0.0005590063,0.00002984608,0.0001240997,0.0003831825,0.0001224011],"domain_scores_gemma":[0.9971424,0.001385767,0.0001439434,0.0003165308,0.0004177565,0.0005936124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001469436,0.00007122947,0.002159285,0.0006288482,0.00005322574,0.000430617,0.02374605,0.0001388947,0.001277466,0.3600943,0.4298284,0.1814249],"study_design_scores_gemma":[0.000012641,0.00002510656,0.001243845,0.0006307266,0.00002449019,0.0003758702,0.01160205,0.0001216369,0.0003671444,0.126168,0.8593903,0.00003828917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02243221,0.02461216,0.02582319,0.2389526,0.02548718,0.00009456267,0.0005215863,0.001443388,0.6606333],"genre_scores_gemma":[0.3524468,0.02239192,0.02090021,0.06007313,0.01535632,0.0004553623,0.0005165362,0.002081112,0.5257787],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05213048,"threshold_uncertainty_score":0.1743938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1872882006389951,"score_gpt":0.3899027017679494,"score_spread":0.2026145011289543,"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."}}