{"id":"W4388985114","doi":"10.1515/9781552383674","title":"How Canadians Communicate, Vol. 1","year":2003,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007570945,0.0002759053,0.0005516599,0.0001661897,0.0004204873,0.00008370729,0.0007482209,0.0001467583,0.0009233642],"category_scores_gemma":[0.00001341675,0.0003067028,0.000303262,0.000003844646,0.001549658,0.00008946793,0.0002393534,0.0003538608,0.00001060602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000124723,"about_ca_system_score_gemma":0.0002486856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02658141,"about_ca_topic_score_gemma":0.2002299,"domain_scores_codex":[0.9990242,0.0000822431,0.0001346739,0.0002551754,0.0002574977,0.0002462605],"domain_scores_gemma":[0.9985423,0.00005781672,0.000255104,0.0007194291,0.0003298936,0.00009545573],"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":[0.00000962168,0.00001449609,4.928157e-7,0.00008241003,0.0007257991,0.00007922867,0.01409327,5.636763e-7,3.696325e-7,0.6794922,0.3036874,0.001814066],"study_design_scores_gemma":[0.0002102589,0.00003043885,3.450116e-7,0.0001194994,0.0006383886,9.041615e-7,0.004535777,0.000007588214,0.000004071424,0.001116611,0.9930305,0.0003056067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003984421,0.001851901,0.00002931917,0.00003369114,0.0002446871,0.0001851637,0.0001942312,0.00004609923,0.9974109],"genre_scores_gemma":[0.000114898,0.0001643556,0.00009774353,0.00009487176,0.0001310251,4.209577e-7,0.00009663186,0.00003157376,0.9992685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6893431,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02754326444137315,"score_gpt":0.1911320701896123,"score_spread":0.1635888057482392,"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."}}