{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008123709,0.0003649822,0.0003320015,0.0001924703,0.0002196528,0.000036439,0.0004797776,0.000860922,0.000930778],"category_scores_gemma":[0.00000477869,0.0004394062,0.0002173441,0.000007952636,0.0002776594,0.00006046042,0.0001511818,0.000749873,0.0004241804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012235,"about_ca_system_score_gemma":0.00007494249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005486985,"about_ca_topic_score_gemma":0.00003435495,"domain_scores_codex":[0.9986756,0.00003941257,0.0001815701,0.0006039034,0.0002037215,0.0002957331],"domain_scores_gemma":[0.9985698,0.00004098321,0.0001960247,0.0008659535,0.0001483198,0.0001789466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007854982,0.00001695684,0.000007310632,0.00002988741,0.0001323319,0.0001797708,0.0008190077,2.270523e-7,0.0002889762,0.9409526,0.05627446,0.001219942],"study_design_scores_gemma":[0.0005685738,0.00003764806,0.0002928313,0.0000269211,0.000201469,0.00003618962,0.0001374301,0.000001512716,0.00008191304,0.00001444568,0.9981445,0.000456529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008135129,0.0001301848,0.0005864467,0.0000109658,0.00124051,0.0004069723,0.0003234577,0.0002674696,0.9962205],"genre_scores_gemma":[0.002325772,0.00004546629,0.00005519531,0.00008375968,0.0005206407,0.000001158558,0.0002660231,0.00007802878,0.9966239],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9418701,"threshold_uncertainty_score":0.9999825,"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."}}