{"id":"W7084121614","doi":"10.64628/aa.afe7vr3f3","title":"Do Inuit languages really have many words for snow? The most interesting finds from our study of 616 languages","year":2025,"lang":"en","type":"article","venue":"","topic":"Synthesis of Tetrazole Derivatives","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Languages of Africa; Subject (documents); Natural language; Exposition (narrative); Feature (linguistics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002197583,0.000215802,0.0003170647,0.00007896115,0.00009398907,0.00008397226,0.0007270296,0.0001006928,0.0003485438],"category_scores_gemma":[0.001582413,0.000151321,0.00009263027,0.0001263746,0.0000392332,0.00007069438,0.0002833068,0.0001823357,0.000004096991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004896132,"about_ca_system_score_gemma":0.00005169691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00165303,"about_ca_topic_score_gemma":0.00269409,"domain_scores_codex":[0.9987712,0.00003912659,0.0003991276,0.0003506735,0.0002074399,0.0002324263],"domain_scores_gemma":[0.997643,0.001371288,0.0001730835,0.0006882212,0.00009215389,0.00003228013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005465338,0.001944978,0.2043469,0.0005715012,0.002653551,0.00007492855,0.09568339,0.00006132176,0.3261898,0.001500937,0.02699695,0.3394292],"study_design_scores_gemma":[0.001042631,0.00005543186,0.02649981,0.0004340668,0.0001260081,0.00000105751,0.5821939,0.0001878311,0.3885802,0.0002974751,0.0003418666,0.0002396905],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637399,0.0002539137,0.0001787297,0.0008109745,0.00005317793,0.0002501763,0.0001257556,0.0001196479,0.03446774],"genre_scores_gemma":[0.9896557,0.000005568806,0.001367587,0.0001277973,0.0001543406,0.00008696747,0.00001763304,0.00002797045,0.008556377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4865105,"threshold_uncertainty_score":0.6170692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02172343699825009,"score_gpt":0.3234900124293927,"score_spread":0.3017665754311427,"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."}}