{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002460835,0.0005631579,0.0006887729,0.0003422811,0.0004980535,0.0003380158,0.001072804,0.0006607312,0.001395669],"category_scores_gemma":[0.00009922572,0.0005655511,0.0005484662,0.0002163702,0.0001578306,0.0001415409,0.0002674742,0.008309089,0.0005595472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143453,"about_ca_system_score_gemma":0.002745696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005564118,"about_ca_topic_score_gemma":0.009656972,"domain_scores_codex":[0.9939663,0.000416247,0.0007064103,0.0008711983,0.0006803814,0.003359427],"domain_scores_gemma":[0.998185,0.000163588,0.0006819014,0.0006082989,0.0001969572,0.0001642995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003614564,0.002214019,0.3725945,0.0004114373,0.04719668,0.001412172,0.1677792,0.0004338767,0.001445281,0.2385734,0.03011652,0.1342084],"study_design_scores_gemma":[0.003059929,0.0003540509,0.04206158,0.0003099519,0.0004500682,0.0006781126,0.03257725,0.0001871968,0.00004798071,0.9128656,0.006275845,0.001132405],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484026,0.01703018,0.005566025,0.002364299,0.01904436,0.000434892,0.0001519585,0.0004276723,0.006577991],"genre_scores_gemma":[0.9379855,0.005471884,0.0000507105,0.0002652815,0.0112774,0.00006420787,0.0001046831,0.0002676113,0.04451269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6742923,"threshold_uncertainty_score":0.9996796,"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."}}