{"id":"W2468793022","doi":"10.1017/s0953820816000170","title":"Effort and Achievement","year":2016,"lang":"en","type":"article","venue":"Utilitas","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Value (mathematics); Competence (human resources); Distributive justice; Epistemology; Distributive property; Positive economics; Sociology; Economic Justice; Psychology; Political science; Social psychology; Computer science; Economics; Law; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001869791,0.00007065468,0.00009704188,0.00002108467,0.0001278935,0.00002090146,0.00005428132,0.00002793431,0.0005790723],"category_scores_gemma":[0.00002037251,0.00004183395,0.00003462993,0.000005167568,0.0003983765,0.00007926836,0.00003278745,0.00004865892,0.0001395999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000895948,"about_ca_system_score_gemma":0.00001064737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006270754,"about_ca_topic_score_gemma":0.000286133,"domain_scores_codex":[0.9995337,0.00002006873,0.0001043088,0.0001302586,0.00007302598,0.0001386787],"domain_scores_gemma":[0.999674,0.00008079108,0.00002418796,0.0001430822,0.00003552283,0.00004247004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008340131,0.00004362269,0.001602858,0.00002257486,0.00002865487,0.000001608345,0.006740219,7.804867e-9,0.0001158159,0.9752572,0.004678464,0.0115007],"study_design_scores_gemma":[0.0002448813,0.0001036301,0.002141172,0.00002096078,0.00001735971,8.213971e-7,0.0008108609,0.000001261324,0.0002073851,0.04661875,0.9497448,0.00008810646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7405575,0.0009275352,0.00007153969,0.005884038,0.0009999586,0.0001671671,0.00005370137,0.00009577151,0.2512428],"genre_scores_gemma":[0.9733483,0.00004787303,0.0000440083,0.000560552,0.0003000529,0.000007201482,0.00000218841,0.000007333237,0.02568245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9450663,"threshold_uncertainty_score":0.6340436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05411237397655988,"score_gpt":0.257483818855234,"score_spread":0.2033714448786741,"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."}}