{"id":"W4386796723","doi":"10.2139/ssrn.4574006","title":"Predicting Others’ Happiness from Brief Personal Memories","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Identity, Memory, and Therapy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; Toronto Metropolitan University","funders":"","keywords":"Happiness; Psychology; Social psychology; Psychoanalysis; Cognitive psychology","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":[0.0005481298,0.0002492368,0.0002693055,0.0004286467,0.0002001146,0.0009204978,0.0001666007,0.0005433871,0.004653356],"category_scores_gemma":[0.006595199,0.0001325562,0.0002423442,0.0003302667,0.000156588,0.0006004162,0.0004884707,0.0005174174,0.00061166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001692411,"about_ca_system_score_gemma":0.0001069895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001103414,"about_ca_topic_score_gemma":0.001989386,"domain_scores_codex":[0.9998819,0.00003630904,0.00001237952,0.00001973956,0.0000261767,0.0000234543],"domain_scores_gemma":[0.9971756,0.001634215,0.0006085606,0.000125435,0.0001564947,0.0002997879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004605828,0.001074655,0.9000402,0.0001788981,0.0003509974,0.0001363349,0.001128296,0.002943847,0.007883325,0.000435073,0.001271388,0.07995101],"study_design_scores_gemma":[0.00003318484,0.0009127615,0.9905917,0.00002675407,0.0001326878,0.0001091304,0.0006767386,0.005009631,0.001396132,0.0007025026,0.000390629,0.00001818917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978727,0.0001294283,0.0003645151,0.00004396398,0.0000109935,0.00001819416,0.0001829469,0.000006467049,0.001370868],"genre_scores_gemma":[0.9990115,0.0001185706,0.0001804145,0.00001615989,0.00001259266,0.00001403585,0.0002059165,0.000002249124,0.0004385283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004653356,"threshold_uncertainty_score":0.01556706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02928453410235036,"score_gpt":0.3079458811212917,"score_spread":0.2786613470189413,"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."}}