{"id":"W4200140022","doi":"10.1007/s42761-021-00070-w","title":"Top Ranked Abstracts from the 2021 Annual Meeting of the Society for Affective Science","year":2021,"lang":"en","type":"article","venue":"Affective Science","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Economic and Social Research Council; McGill University; National Institutes of Health; Canada First Research Excellence Fund; National Science Foundation","keywords":"Psychology; Library science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004033472,0.002945079,0.004576916,0.009830997,0.001564995,0.009709165,0.00147168,0.003106942,0.2133152],"category_scores_gemma":[0.009090469,0.0004957292,0.001891391,0.007518565,0.0004080324,0.002435397,0.002290511,0.002134261,0.1365407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003101947,"about_ca_system_score_gemma":0.005507673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002765861,"about_ca_topic_score_gemma":0.007793102,"domain_scores_codex":[0.9973338,0.000347128,0.0004398306,0.0002139616,0.001307981,0.000357471],"domain_scores_gemma":[0.9869919,0.001024815,0.00118947,0.0001137378,0.006901038,0.003779121],"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":[0.0003165959,0.00003966814,0.000409894,0.002969443,0.00005596468,0.00005036151,0.00001153706,0.00003851615,0.0005350321,0.0001032964,0.9562526,0.03921713],"study_design_scores_gemma":[0.0003832939,0.000188451,0.01579647,0.003025596,0.0002725589,0.0001970087,0.0001472501,0.0002085712,0.0005171081,0.0008166753,0.978382,0.00006503954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.005980602,0.3552024,0.001669449,0.07743814,0.3191956,0.002192064,0.1030122,0.001353108,0.1339564],"genre_scores_gemma":[0.02250388,0.2812564,0.003450247,0.02729291,0.1864172,0.002683149,0.09264655,0.001005424,0.3827443],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2133152,"threshold_uncertainty_score":0.7136105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0429499354468653,"score_gpt":0.4217920221868347,"score_spread":0.3788420867399694,"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."}}