{"id":"W2790502352","doi":"10.1515/css-2018-0007","title":"Semiotics and/as Education","year":2018,"lang":"en","type":"article","venue":"Chinese Semiotic Studies","topic":"Pragmatism in Philosophy and Education","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Semiotics; Social semiotics; Sociology; Subject (documents); Visual semiotics; Semiotics of culture; Field (mathematics); Epistemology; Philosophy; Art history; Art; Library science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001364956,0.0001501703,0.0001816965,0.00007467729,0.0005668905,0.00007189365,0.0000877754,0.00002711008,0.0002789535],"category_scores_gemma":[0.0005072556,0.0001090332,0.00003006756,0.00005298306,0.0006277757,0.0001924019,0.00007162005,0.00007350627,0.0003010008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003054653,"about_ca_system_score_gemma":0.0000579694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005546132,"about_ca_topic_score_gemma":0.00009021663,"domain_scores_codex":[0.9993491,0.000028693,0.0001815046,0.0001878842,0.0001016515,0.0001512308],"domain_scores_gemma":[0.9992903,0.0001552798,0.00006880844,0.0001854877,0.0002480944,0.00005198079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001374095,0.0001467207,0.002831395,0.0001617256,0.000148821,6.846587e-7,0.2111979,3.439231e-7,0.00004341508,0.7278429,0.04576774,0.0118446],"study_design_scores_gemma":[0.0002401549,0.0002155167,0.006892989,0.0002303818,0.00009966014,0.00002542083,0.03212335,0.00006593245,0.0001126095,0.8838493,0.0757435,0.0004011926],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7872145,0.005223618,0.000004859747,0.004229342,0.004754304,0.0001393887,0.000003825141,0.00009246929,0.1983377],"genre_scores_gemma":[0.9867324,0.0004161596,0.0001490584,0.001412184,0.00458749,0.00001435737,0.000006612482,0.00001351828,0.006668202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.199518,"threshold_uncertainty_score":0.4446246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03703198077398369,"score_gpt":0.3304667023522448,"score_spread":0.2934347215782612,"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."}}