{"id":"W4245762671","doi":"10.37693/pjos.2007.1.8815","title":"Semiotic Machine","year":2007,"lang":"en","type":"article","venue":"Public Journal of Semiotics","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Semiotics; Semiosis; Epistemology; Embodied cognition; Semiotics of culture; Perspective (graphical); Reductionism; Variety (cybernetics); Linguistics; Sociology; Computer science; Philosophy; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005024669,0.001090276,0.001057448,0.003316301,0.004670539,0.01267098,0.001872026,0.003949503,0.0222449],"category_scores_gemma":[0.01033541,0.0005859338,0.001509781,0.002099765,0.03003819,0.0141386,0.006826932,0.004006612,0.009180712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004464814,"about_ca_system_score_gemma":0.002835765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505778,"about_ca_topic_score_gemma":0.0008739317,"domain_scores_codex":[0.9912793,0.004318399,0.0008230553,0.0016092,0.001472133,0.0004979212],"domain_scores_gemma":[0.9923173,0.003602249,0.0004408206,0.001934124,0.00126011,0.0004453829],"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":[0.000006485912,0.000003504681,0.00003593273,0.00004126833,0.000003497249,0.00003742682,0.0008371674,0.0001241744,0.0001085428,0.9917676,0.003310452,0.003723793],"study_design_scores_gemma":[0.000007153373,0.00001059433,0.00005549204,0.00009442349,0.000004500111,0.0001870714,0.0005587732,0.0007532741,0.0003167692,0.7386718,0.2593254,0.00001481164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005451197,0.006721573,0.276083,0.01866041,0.002961877,0.0002088536,0.0006735244,0.001218593,0.6880211],"genre_scores_gemma":[0.5753632,0.008241696,0.1967684,0.009244643,0.003613487,0.001073052,0.001779113,0.001399384,0.202517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0222449,"threshold_uncertainty_score":0.07441658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05572454154161265,"score_gpt":0.245292027065326,"score_spread":0.1895674855237133,"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."}}