{"id":"W3157752769","doi":"10.1016/j.biopsycho.2021.108112","title":"Advancing models and methods of emotional concordance","year":2021,"lang":"en","type":"article","venue":"Biological Psychology","topic":"Emotions and Moral Behavior","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Concordance; Context (archaeology); Arousal; Psychology; Cognitive psychology; Clinical psychology; Social psychology; Developmental psychology; Medicine; Biology","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":[0.01491533,0.0007866173,0.001162774,0.003853064,0.002294828,0.005734951,0.003819477,0.002280151,0.01441092],"category_scores_gemma":[0.04879395,0.0007597611,0.001689098,0.001962243,0.01169339,0.01251887,0.006138261,0.006395586,0.002003392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002522823,"about_ca_system_score_gemma":0.001850304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133865,"about_ca_topic_score_gemma":0.0009660416,"domain_scores_codex":[0.9877425,0.008410372,0.000425094,0.001035385,0.002142016,0.000244505],"domain_scores_gemma":[0.9556804,0.03002039,0.001421103,0.00935591,0.002885364,0.0006367885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000045549,0.0000138876,0.0001376715,0.00001666759,0.000007314344,0.000007555924,0.0001977288,0.000526746,0.00003017436,0.9923069,0.000404313,0.006346549],"study_design_scores_gemma":[0.000005129144,0.00000464212,0.0001154915,0.00002318974,0.000004461504,0.00001723593,0.00007126325,0.006624971,0.00008743898,0.9891595,0.003881064,0.00000567692],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006102759,0.0008374673,0.9410473,0.005127575,0.0003200599,0.0000716974,0.0001016087,0.0001691696,0.04622242],"genre_scores_gemma":[0.4093673,0.001435564,0.5687305,0.001215854,0.001119567,0.0008206391,0.0002397637,0.000459599,0.01661122],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01491533,"threshold_uncertainty_score":0.07888079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1630936421734877,"score_gpt":0.4928912504086622,"score_spread":0.3297976082351746,"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."}}