{"id":"W4283586101","doi":"10.31234/osf.io/sg3aw","title":"Meaningfulness of Effort: Deriving Purpose from Really Trying","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Meaning (existential); Conscientiousness; Psychology; Facet (psychology); Social psychology; Scale (ratio); Construct (python library); Life satisfaction; Psychosocial; Happiness; Value (mathematics); Personality; Big Five personality traits; Extraversion and introversion; Computer science","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":[0.0009957198,0.0003268306,0.0002133873,0.0008114599,0.0005181805,0.002257671,0.0002415942,0.0003951174,0.001091731],"category_scores_gemma":[0.005715161,0.0001459932,0.0004628482,0.0005671086,0.001891069,0.001167674,0.001568546,0.0009245398,0.000129007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004531358,"about_ca_system_score_gemma":0.0004104858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007104158,"about_ca_topic_score_gemma":0.002042254,"domain_scores_codex":[0.9994602,0.0002116507,0.00005001197,0.0000728283,0.000131579,0.00007379134],"domain_scores_gemma":[0.9962021,0.0009305444,0.001513587,0.0004956133,0.0003092749,0.0005489581],"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":[0.0003081313,0.0005048746,0.8415083,0.0002732593,0.0002824801,0.0004348003,0.02528046,0.0008891374,0.01063613,0.01956318,0.001795403,0.09852377],"study_design_scores_gemma":[0.00001015717,0.0002163788,0.9734209,0.00009572276,0.00004687739,0.0003236039,0.006842257,0.001215753,0.0009645323,0.01286126,0.003957336,0.00004524409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863528,0.0002894844,0.004474236,0.000400654,0.00003927423,0.00003579002,0.0001064087,0.00002485397,0.008276528],"genre_scores_gemma":[0.9982898,0.00008854939,0.001066008,0.00006192547,0.00001066343,0.00001858881,0.00007879621,0.000005998134,0.0003796097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002257671,"threshold_uncertainty_score":0.005265951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041933803133593,"score_gpt":0.342085657294701,"score_spread":0.300151854161108,"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."}}