{"id":"W107469365","doi":"10.5281/zenodo.1176443","title":"Playing On Heart-Strings: Experiences With The 2{H}Earts System","year":2002,"lang":"en","type":"article","venue":"","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Heartbeat; Computer science; Musical; Process (computing); Human–computer interaction; Relaxation (psychology); Speech recognition; Psychology; Computer security; Programming language; Visual arts; Social psychology; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008015986,0.000066951,0.00006396711,0.00003330861,0.0001694678,0.00002879564,0.0000581851,0.00003638561,0.00424497],"category_scores_gemma":[0.000003040527,0.00003470574,0.00002410898,0.00007884779,0.00004132782,0.00003644919,0.000005630869,0.00007867431,0.001778486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001015002,"about_ca_system_score_gemma":0.000001566843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002466244,"about_ca_topic_score_gemma":0.00001012029,"domain_scores_codex":[0.9994607,0.00006123364,0.00007700681,0.0001504035,0.0001115586,0.00013909],"domain_scores_gemma":[0.9997238,0.00005176583,0.00002794004,0.0001440493,0.0000167495,0.00003570391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000290313,0.0009934806,0.006079482,0.00008877683,0.0002519443,0.0001488975,0.3171885,0.00002946045,0.0007341299,0.08835863,0.532944,0.0528924],"study_design_scores_gemma":[0.002595077,0.001706268,0.01298341,0.000301839,0.00004255658,0.0007482743,0.9033318,0.0008385036,0.003940098,0.00001160914,0.07284866,0.000651953],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5828769,0.00003363002,0.0001451293,0.0009112516,0.0002675053,0.0001085615,4.328428e-7,0.0001064983,0.4155501],"genre_scores_gemma":[0.9879653,7.529903e-7,0.00004900781,0.001022227,0.00009232228,0.00006790204,6.769867e-7,0.000007006963,0.01079477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5861433,"threshold_uncertainty_score":0.9989988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04905473920434077,"score_gpt":0.2789397475421899,"score_spread":0.2298850083378491,"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."}}