{"id":"W4401867664","doi":"10.1007/s42761-024-00265-x","title":"A Louder Call for the Integration of Multiple Nonverbal Channels in the Study of Affect","year":2024,"lang":"en","type":"article","venue":"Affective Science","topic":"Emotions and Moral Behavior","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Social Sciences and Humanities Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Affect (linguistics); Nonverbal communication; Psychology; Cognitive psychology; Social psychology; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001411565,0.00006171314,0.00008833211,0.0001102119,0.00008259625,0.00002339713,0.0002972704,0.00002176387,0.00001458803],"category_scores_gemma":[0.0001423582,0.00003025757,0.00004626012,0.0008118768,0.0002817268,0.00009280798,0.00003026415,0.00009466865,0.000005044488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002692391,"about_ca_system_score_gemma":0.00002837266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011705,"about_ca_topic_score_gemma":0.0009377255,"domain_scores_codex":[0.9992464,0.0001227124,0.0001104173,0.0002162839,0.0001711282,0.0001331094],"domain_scores_gemma":[0.9987932,0.0008536089,0.00003425722,0.0002294288,0.00007798704,0.00001147595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002939716,0.005358807,0.07427718,0.0000964249,0.0001103826,0.00002399717,0.4650474,0.0005163873,0.2105296,0.04775993,0.002083336,0.1939026],"study_design_scores_gemma":[0.0006709819,0.001943892,0.9581623,0.00005352165,0.0000499956,0.000005731046,0.02825173,0.004996619,0.00552547,0.0002046443,0.00005875713,0.00007632945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993423,0.00009060917,0.003742051,0.0001105913,0.0007555683,0.001547008,0.000009030085,0.000008439385,0.0003137154],"genre_scores_gemma":[0.9995204,7.288386e-7,0.00003426898,0.00001800439,0.00002774102,0.0002878298,4.727297e-7,0.000003896785,0.0001066392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8838851,"threshold_uncertainty_score":0.1769454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07893835347258983,"score_gpt":0.4140454067452095,"score_spread":0.3351070532726196,"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."}}