{"id":"W1808280405","doi":"","title":"Why Canadian researchers need to be more vocal in the media","year":2015,"lang":"en","type":"article","venue":"Insights (Essays)","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Public relations; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03354374,0.000674339,0.0006561592,0.004576881,0.05135099,0.03371907,0.003298319,0.01121174,0.01605713],"category_scores_gemma":[0.08871433,0.0008127944,0.000500359,0.008798853,0.02629264,0.01353717,0.005676049,0.01171572,0.002394066],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1711981,"about_ca_system_score_gemma":0.3254882,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9749347,"about_ca_topic_score_gemma":0.9897252,"domain_scores_codex":[0.9698934,0.008637794,0.0009018075,0.002489965,0.008177152,0.00989988],"domain_scores_gemma":[0.8482084,0.03365315,0.004935194,0.003206739,0.08002914,0.02996736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002986116,0.00007064213,0.01180328,0.0007647534,0.00005498436,0.0007396059,0.206587,0.0001266124,0.002329235,0.1560069,0.5626039,0.05861459],"study_design_scores_gemma":[0.00004469148,0.00001975608,0.009257738,0.0007828469,0.00005302666,0.0001301894,0.3331458,0.00007141542,0.0009188361,0.008888217,0.6465385,0.0001490678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04530554,0.009650392,0.001063721,0.8063332,0.006116966,0.00009754072,0.0005012806,0.0001402577,0.1307911],"genre_scores_gemma":[0.6902972,0.008568439,0.004370466,0.1944579,0.001388334,0.0001731657,0.0003986298,0.0004550917,0.09989075],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9662809,"threshold_uncertainty_score":0.9612927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1407944604660434,"score_gpt":0.3226218657327283,"score_spread":0.1818274052666849,"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."}}