{"id":"W2981456748","doi":"10.2139/ssrn.3366768","title":"An Evolutionary Theory of Learning","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Evolutionary theory; Cognitive science; Psychology; Epistemology; Computer science; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001528407,0.0003555615,0.0004908178,0.001078534,0.001239905,0.003145484,0.001304709,0.001898842,0.007992341],"category_scores_gemma":[0.006394522,0.0002388965,0.0006686504,0.001015277,0.004573302,0.004884302,0.001338365,0.001795669,0.0007711639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002085111,"about_ca_system_score_gemma":0.001174938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002179391,"about_ca_topic_score_gemma":0.001630487,"domain_scores_codex":[0.9991971,0.0003595728,0.00003385929,0.0001774009,0.0001441918,0.00008788481],"domain_scores_gemma":[0.9976099,0.001373922,0.0001876203,0.0002821553,0.0003540461,0.000192377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003237238,0.000005232229,0.0002234582,0.00001673509,0.000007094081,0.00001985606,0.000132739,0.003838065,0.00007733977,0.989808,0.0005424299,0.005325843],"study_design_scores_gemma":[0.00000412677,0.000004394278,0.0001724945,0.000009088221,0.000003000162,0.0000237273,0.00004037132,0.008113773,0.00002513105,0.9888311,0.002768854,0.000003965619],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1067136,0.005235701,0.5893112,0.02033779,0.0004008727,0.0001011315,0.0003062713,0.0001648356,0.2774286],"genre_scores_gemma":[0.9017041,0.00229654,0.06070612,0.0007663277,0.0003602268,0.0001507494,0.0001848654,0.00004772427,0.03378345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007992341,"threshold_uncertainty_score":0.02673697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008869027072112847,"score_gpt":0.1931606130570614,"score_spread":0.1842915859849486,"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."}}