{"id":"W4246960969","doi":"10.1002/9781405198431.wbeal1075","title":"Snow, Catherine","year":2012,"lang":"en","type":"other","venue":"The Encyclopedia of Applied Linguistics","topic":"Categorization, perception, and language","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Psychology; Art history; Art; Geography; Meteorology","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":[0.0006204466,0.0007105952,0.0003142018,0.001051512,0.002597574,0.004094267,0.0006082994,0.001066955,0.2025141],"category_scores_gemma":[0.004006358,0.0002263025,0.0002356282,0.0006663469,0.0007979844,0.002946357,0.002242976,0.002586412,0.07313953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001703758,"about_ca_system_score_gemma":0.001909728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005606048,"about_ca_topic_score_gemma":0.01361376,"domain_scores_codex":[0.9993953,0.00008713271,0.00002759706,0.0001742855,0.0002464814,0.00006919511],"domain_scores_gemma":[0.9987324,0.0001538962,0.00005030785,0.00008183318,0.0004919581,0.0004895478],"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":[0.000005619126,0.000005972875,0.00007138183,0.0000367411,7.447636e-7,0.00005109434,0.0001556147,0.00001041997,0.00005436044,0.004473313,0.9654859,0.02964885],"study_design_scores_gemma":[6.230398e-7,0.000001673343,0.0001100454,0.000058644,4.773588e-7,0.00007510101,0.000154974,0.000006046451,0.00002643156,0.0005990444,0.9989657,0.000001320943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001214376,0.04394114,0.0008470411,0.1109462,0.06190301,0.00004252021,0.0008281133,0.0003374777,0.7799401],"genre_scores_gemma":[0.007919848,0.01455132,0.0003559572,0.01182313,0.004446036,0.00003910001,0.0001663195,0.0002307775,0.9604675],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2025141,"threshold_uncertainty_score":0.6774771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136254133795462,"score_gpt":0.2754444367111013,"score_spread":0.2640818953731467,"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."}}