{"id":"W2184808753","doi":"10.3968/7766","title":"A Cognitive Analysis of Hedges in Teacher Talk","year":2015,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Enlightenment; Construal level theory; Negotiation; Meaning (existential); Context (archaeology); Linguistics; Phenomenon; Psychology; Mathematics education; Pedagogy; Sociology; Epistemology; Social psychology; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002365007,0.0001847876,0.0001796329,0.001371636,0.001733136,0.003794924,0.000526651,0.000877935,0.001764268],"category_scores_gemma":[0.009343727,0.0002451927,0.0004531788,0.000651244,0.006902102,0.004614977,0.00227034,0.001401454,0.00009344254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436015,"about_ca_system_score_gemma":0.0008186069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054413,"about_ca_topic_score_gemma":0.001733809,"domain_scores_codex":[0.9973171,0.001723809,0.00007670651,0.0002974685,0.0004255448,0.0001594149],"domain_scores_gemma":[0.9944866,0.004203891,0.0004338596,0.0003484978,0.0003455661,0.0001814854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002700768,0.0001019765,0.009959185,0.0001993907,0.00003690834,0.0005765417,0.4660718,0.001025033,0.01168616,0.4740735,0.0007461733,0.03525319],"study_design_scores_gemma":[0.0000768336,0.0004223588,0.05732013,0.0002041011,0.0000865327,0.00156523,0.3691767,0.02209121,0.00608703,0.4993136,0.04349307,0.0001632948],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8382085,0.0004337124,0.08864972,0.001527971,0.00005599284,0.0000905724,0.00005751057,0.0001339995,0.07084197],"genre_scores_gemma":[0.994406,0.00004669486,0.004809295,0.00003292055,0.000007054779,0.00001913196,0.0000161042,0.00001034772,0.0006525108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003794924,"threshold_uncertainty_score":0.0125075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03413950204989919,"score_gpt":0.370100618729522,"score_spread":0.3359611166796228,"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."}}