{"id":"W1554801110","doi":"10.1017/cbo9780511975059.001","title":"Preface","year":2010,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Categorization, perception, and language","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","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":[0.0007743919,0.0007531798,0.0005799389,0.001940278,0.002521574,0.003248553,0.001030453,0.001278608,0.2793062],"category_scores_gemma":[0.004897377,0.0002777189,0.0003837157,0.001800217,0.0007585305,0.003376335,0.001488525,0.003745152,0.1623138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0023083,"about_ca_system_score_gemma":0.001195539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003019156,"about_ca_topic_score_gemma":0.00465068,"domain_scores_codex":[0.9995276,0.00007607564,0.00002413777,0.0001018751,0.0002289988,0.00004125025],"domain_scores_gemma":[0.9976348,0.0005088766,0.00009730607,0.0001674367,0.001261504,0.0003301364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001170398,0.00001031063,0.0000608463,0.00005805408,0.000001041231,0.00003152396,0.0001339253,0.0000280501,0.00006262941,0.006959982,0.9678086,0.02483334],"study_design_scores_gemma":[0.000001112703,0.000004100571,0.000133713,0.00009808454,5.247899e-7,0.00003108264,0.00007409469,0.00001072516,0.00002527975,0.001665157,0.997954,0.000002074591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009797001,0.02014691,0.003087873,0.04421716,0.1273433,0.0001549038,0.003594933,0.0006326204,0.7998427],"genre_scores_gemma":[0.004971949,0.007388276,0.001185916,0.007558778,0.0176612,0.00009209061,0.002259758,0.0004596848,0.9584224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2793062,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093289201551389,"score_gpt":0.2329268111620677,"score_spread":0.2119939191465539,"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."}}