{"id":"W2587370305","doi":"","title":"Learning-Based Constraints on Graded Structure in Category Representations","year":2007,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Categorization; Contrast (vision); Psychology; Concept learning; Social psychology; Cognitive psychology; Epistemology; Artificial intelligence; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00378396,0.0003946332,0.0006789652,0.0007781156,0.0006838985,0.003768031,0.001403231,0.0009929825,0.006990132],"category_scores_gemma":[0.04352502,0.0007869311,0.000913347,0.0006958545,0.002081412,0.00661424,0.003659897,0.002876075,0.0006127003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001845613,"about_ca_system_score_gemma":0.001071837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002047477,"about_ca_topic_score_gemma":0.004080281,"domain_scores_codex":[0.9972396,0.0008665236,0.0002344019,0.0007445097,0.0006766937,0.0002383263],"domain_scores_gemma":[0.9714894,0.01553297,0.003134357,0.004537868,0.003789463,0.001515913],"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":[0.0009478935,0.0006322715,0.04682444,0.0006446601,0.0003841231,0.0005112893,0.002224365,0.09129699,0.06948746,0.446113,0.006207567,0.334726],"study_design_scores_gemma":[0.0001121564,0.0003286937,0.02407448,0.0001059208,0.00006366176,0.0003218224,0.000357702,0.2399063,0.009792762,0.7209821,0.003872063,0.00008244589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5918661,0.0004979206,0.3748126,0.001673869,0.00008581962,0.0001851186,0.0006127387,0.0004580789,0.02980775],"genre_scores_gemma":[0.9560922,0.000148591,0.04043226,0.0002133158,0.00003729321,0.0001114649,0.0006935955,0.0001016689,0.002169662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006990132,"threshold_uncertainty_score":0.02338433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569194155642717,"score_gpt":0.2602775975924876,"score_spread":0.2445856560360605,"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."}}