{"id":"W2403793628","doi":"","title":"Communication and Categorization: New Insights into the Relation Between Speech, Labels and Concepts for Infants","year":2013,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Language Development and Disorders","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; National Science Foundation","keywords":"Categorization; Psychology; Percept; Cognitive psychology; Perception; Linguistics; Cognitive science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009329546,0.0001714266,0.0001543364,0.00007700202,0.0002450835,0.0007912813,0.0002341955,0.0001525456,0.0004368022],"category_scores_gemma":[0.0001397407,0.0001256412,0.00003027627,0.0002178902,0.000127796,0.002602493,0.0001469374,0.0001844711,0.0004148951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009901773,"about_ca_system_score_gemma":0.0000416938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005851552,"about_ca_topic_score_gemma":0.000007936038,"domain_scores_codex":[0.9990378,0.00008276035,0.0002928575,0.0002657544,0.0001211779,0.0001996545],"domain_scores_gemma":[0.9990178,0.000372038,0.0001185083,0.0003036371,0.00003689272,0.0001511545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005935504,0.00004924262,0.7452006,0.00002855578,0.000105586,0.000001462068,0.007325623,3.861652e-7,0.00004505615,0.02885047,0.01269357,0.20564],"study_design_scores_gemma":[0.001860809,0.00008207635,0.6009034,0.00004311017,0.00003597112,0.000004075635,0.001059282,0.00002968311,0.0002877571,0.168853,0.2264173,0.0004235784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768091,0.002825145,0.0005710479,0.003045777,0.00007767241,0.000867742,0.00006364676,0.0001375991,0.01560231],"genre_scores_gemma":[0.9937233,0.00006062552,0.001244936,0.0007178871,0.00009598454,0.00006560315,0.001228201,0.00003586665,0.002827567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2137237,"threshold_uncertainty_score":0.7630344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01605879555748427,"score_gpt":0.2586258912876594,"score_spread":0.2425670957301751,"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."}}