{"id":"W6997099173","doi":"","title":"Towards a Cross-linguistic Analysis of Perception of Tone in Academic Reading Materials","year":2014,"lang":"en","type":"other","venue":"Arca (British Columbia Electronic Library Network)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Tone (literature); Vocabulary; Perception; Context (archaeology); Task (project management); Academic writing; Extensive reading","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":[0.003197159,0.000255759,0.0001491809,0.003285755,0.0008433926,0.00479901,0.0005596589,0.0006928193,0.004680722],"category_scores_gemma":[0.008937131,0.000199438,0.0003108499,0.00148799,0.001246081,0.002032804,0.002506008,0.0008781002,0.000827249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007783775,"about_ca_system_score_gemma":0.0006097845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003380317,"about_ca_topic_score_gemma":0.00364236,"domain_scores_codex":[0.9983959,0.0006574008,0.0001439701,0.0002372102,0.000495848,0.00006970231],"domain_scores_gemma":[0.9927565,0.003571776,0.001143211,0.0003130985,0.001859765,0.0003555618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005646328,0.0006064862,0.4936239,0.0007685892,0.0001005106,0.0004851168,0.260977,0.0004532022,0.05310118,0.005987266,0.004391456,0.1789407],"study_design_scores_gemma":[0.00001038942,0.0003793225,0.8854923,0.0003343107,0.00003208025,0.0002755601,0.09777265,0.00251113,0.003967998,0.002405029,0.006761681,0.00005741974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744746,0.0001585702,0.005726908,0.0002685534,0.00003729403,0.0001254861,0.0002055165,0.00005601275,0.01894704],"genre_scores_gemma":[0.9893003,0.0001527979,0.006973043,0.0001064614,0.00002388535,0.0002464977,0.0003529965,0.00004016879,0.002803914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00479901,"threshold_uncertainty_score":0.01690841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007914809050744735,"score_gpt":0.2674741589809532,"score_spread":0.2595593499302085,"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."}}