{"id":"W4388780437","doi":"10.1515/9781552383667","title":"How Canadians Communicate, Vol. 2","year":2007,"lang":"en","type":"book","venue":"University of Calgary Press eBooks","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000109123,0.0002732931,0.0005400775,0.000237893,0.0004021775,0.0000765758,0.0008501819,0.0001681513,0.0006611868],"category_scores_gemma":[0.00001145734,0.0003040198,0.0003083729,0.000004345525,0.001912244,0.00009022478,0.0003513524,0.0003971083,0.00001054008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001374745,"about_ca_system_score_gemma":0.0001780998,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05942462,"about_ca_topic_score_gemma":0.4074839,"domain_scores_codex":[0.9989717,0.00004810265,0.0001495881,0.0002509999,0.0003030047,0.0002765744],"domain_scores_gemma":[0.9984713,0.00008159876,0.0002696229,0.0006964082,0.0003753284,0.0001057983],"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":[0.00002215399,0.00001733252,7.108432e-7,0.0001045454,0.0008538341,0.0001686267,0.02292925,5.307064e-7,5.039518e-7,0.7874358,0.1821014,0.006365359],"study_design_scores_gemma":[0.000205405,0.00003296382,8.882235e-7,0.000140164,0.0005907871,8.488988e-7,0.005746106,0.000009893371,0.000004997136,0.000709879,0.9922561,0.0003019863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005838705,0.001675085,0.00006155461,0.00002882054,0.0002349908,0.0001828523,0.0001792614,0.00006026297,0.9975713],"genre_scores_gemma":[0.0002460631,0.0001308381,0.0001045547,0.00008766611,0.0002531977,2.362323e-7,0.0001212642,0.00003151211,0.9990247],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8101547,"threshold_uncertainty_score":0.9999412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02928424021951655,"score_gpt":0.2036292527107187,"score_spread":0.1743450124912022,"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."}}