{"id":"W2325416833","doi":"10.1515/css-2014-0005","title":"New Semiotics: Canada's New Initiatives","year":2014,"lang":"en","type":"article","venue":"Chinese Semiotic Studies","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Metropolitan University","funders":"","keywords":"Semiotics; Semiotics of culture; Social semiotics; Visual semiotics; Sociology; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01347619,0.000752613,0.0007770897,0.006703419,0.01968289,0.01643693,0.002223201,0.002321845,0.01001617],"category_scores_gemma":[0.01187208,0.0003491359,0.0006412342,0.009685934,0.03376477,0.006432821,0.006673311,0.003917061,0.00063954],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1945622,"about_ca_system_score_gemma":0.3163027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.974694,"about_ca_topic_score_gemma":0.9714686,"domain_scores_codex":[0.9891376,0.003084298,0.0003667847,0.0007373551,0.004778722,0.001895196],"domain_scores_gemma":[0.9777285,0.004199971,0.0005194999,0.001356125,0.01194457,0.004251234],"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":[0.00002695053,0.00001600034,0.0007308284,0.0001485,0.000006223506,0.0001001253,0.009546679,0.0003341507,0.0001799781,0.9077306,0.0361345,0.04504545],"study_design_scores_gemma":[0.000008426431,0.00001363368,0.00181277,0.0004195262,0.000009914778,0.00009665822,0.01296349,0.0007803532,0.0002787578,0.07392313,0.9096513,0.00004197995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04139755,0.07237397,0.02661459,0.3706767,0.004341808,0.0002169581,0.0008344384,0.0004023438,0.4831417],"genre_scores_gemma":[0.8184226,0.04768946,0.02497274,0.012477,0.0009001543,0.00014949,0.0005080036,0.0003571791,0.09452341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1945622,"threshold_uncertainty_score":0.9341937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129134148010873,"score_gpt":0.2889610163171869,"score_spread":0.2760476015160996,"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."}}