{"id":"W4399055887","doi":"10.1111/spc3.12972","title":"Everyday acts of kindness predict greater well‐being during the transition to university","year":2024,"lang":"en","type":"article","venue":"Social and Personality Psychology Compass","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Kindness; Psychology; Transition (genetics); Well-being; Social psychology; Chemistry; Psychotherapist; Philosophy; Theology","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":[],"category_scores_codex":[0.0004369491,0.0001699655,0.0002618553,0.0001083948,0.000368693,0.0000269711,0.0001771874,0.0002438214,0.0009222008],"category_scores_gemma":[0.000005181466,0.0001346205,0.0001433065,0.0003476898,0.0003082755,0.00007439675,0.00002874976,0.0003843842,0.0001032111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004075927,"about_ca_system_score_gemma":0.00001155432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002516478,"about_ca_topic_score_gemma":0.00003217765,"domain_scores_codex":[0.9984074,0.0004322107,0.0002071295,0.0004875589,0.0001591851,0.0003065627],"domain_scores_gemma":[0.9995331,0.0001131823,0.0000503207,0.0001739901,0.00003731063,0.00009209236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.01077471,0.001549268,0.2083865,0.0009737051,0.003104785,0.0007208005,0.4789241,0.00003214993,0.01289191,0.1842923,0.07000437,0.02834542],"study_design_scores_gemma":[0.0007536105,0.000123915,0.949017,0.00004203885,0.00006891441,0.00006086866,0.002124257,0.00001468767,0.00003537117,0.001967663,0.04561702,0.0001746916],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278215,0.00008248195,0.0005766938,0.01085376,0.001618753,0.0001901812,0.00005094171,0.0001172109,0.05868845],"genre_scores_gemma":[0.9970081,0.00001320489,0.00001639643,0.0009236386,0.0004820669,0.000006940166,0.000009852105,0.00001288031,0.001526942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7406305,"threshold_uncertainty_score":0.9999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343131771400808,"score_gpt":0.3228598954848866,"score_spread":0.2894285777708785,"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."}}