{"id":"W2294256950","doi":"10.1177/0146167216629120","title":"Companion Versus Comparison","year":2016,"lang":"en","type":"article","venue":"Personality and Social Psychology Bulletin","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Happiness; Psychology; Social psychology; Similarity (geometry); Interpersonal attraction; Interpersonal relationship; Value (mathematics); Attraction","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":[0.002580348,0.0002901835,0.0006169957,0.0004548274,0.0007068079,0.001525396,0.0003539262,0.0009272644,0.02612448],"category_scores_gemma":[0.02558693,0.0001538253,0.0003215006,0.0002978042,0.0007231306,0.0013979,0.001510964,0.0008739546,0.00174042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004852714,"about_ca_system_score_gemma":0.0003614372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004499509,"about_ca_topic_score_gemma":0.0006199459,"domain_scores_codex":[0.9969819,0.001472128,0.0002893249,0.0004513553,0.0005552337,0.0002500014],"domain_scores_gemma":[0.9916972,0.004773026,0.001123255,0.0006401668,0.0006367307,0.001129671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1234489,0.01463035,0.245195,0.004594142,0.001658816,0.003361342,0.0363734,0.001418031,0.04904884,0.112513,0.04399417,0.363764],"study_design_scores_gemma":[0.009894987,0.03630622,0.6373793,0.001181111,0.001278257,0.004798622,0.0385979,0.007846802,0.008799722,0.08434497,0.1692341,0.0003380065],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554908,0.0008978178,0.002186473,0.0009707985,0.0008471101,0.00074276,0.0005987319,0.00004938127,0.03821614],"genre_scores_gemma":[0.9927056,0.000205688,0.001018278,0.0005032051,0.0001005952,0.0008248078,0.0003077123,0.00001942807,0.004314701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02612448,"threshold_uncertainty_score":0.08739507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0922375529477387,"score_gpt":0.3974642738056688,"score_spread":0.3052267208579301,"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."}}