{"id":"W3122750650","doi":"","title":"Comparative Learning Dynamics","year":2004,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Dynamics (music); Introspection; Class (philosophy); Population; Computer science; Artificial intelligence; Cognitive psychology; Psychology; Sociology; Demography","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":[0.00214232,0.0007145079,0.0006777004,0.0009232193,0.000866354,0.002333593,0.001561637,0.001723871,0.01268222],"category_scores_gemma":[0.01422919,0.0002002642,0.0006892137,0.0009200594,0.002895958,0.004003738,0.002263804,0.001673405,0.001004232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001941942,"about_ca_system_score_gemma":0.0006436614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001595067,"about_ca_topic_score_gemma":0.0007505295,"domain_scores_codex":[0.9986092,0.0005695052,0.00004025774,0.0003553155,0.0002711036,0.0001546888],"domain_scores_gemma":[0.9955121,0.002540396,0.0007545242,0.0004777058,0.0002950178,0.0004202448],"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":[0.00001033349,0.00002012772,0.0007602512,0.00002115708,0.00002092038,0.0000493034,0.0001072816,0.02070045,0.000197923,0.96907,0.0009614734,0.008080797],"study_design_scores_gemma":[0.00001377921,0.00003255572,0.0005208865,0.00001035818,0.000006765663,0.00007943217,0.00005346018,0.06524292,0.00009174205,0.9282996,0.0056391,0.000009388008],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1675171,0.002692951,0.6045243,0.007065771,0.0002312193,0.0001904304,0.0005160436,0.0002767668,0.2169853],"genre_scores_gemma":[0.9524555,0.001095847,0.03070163,0.0004480273,0.0001454051,0.0002240918,0.0001788175,0.00004845478,0.01470213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01268222,"threshold_uncertainty_score":0.04242629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166998318012267,"score_gpt":0.2171836445447268,"score_spread":0.2004838127435001,"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."}}