{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001680472,0.0001412686,0.000252456,0.0002770818,0.0002004661,0.0007562439,0.0003888095,0.00004466456,0.001624602],"category_scores_gemma":[0.000302873,0.0001090878,0.0001689618,0.0000563519,0.0001936663,0.001072447,0.00005251739,0.000423591,0.00004280881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007471554,"about_ca_system_score_gemma":0.00006973781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008724413,"about_ca_topic_score_gemma":0.0001987364,"domain_scores_codex":[0.9984058,0.00002511932,0.0006630623,0.00008277619,0.0004346526,0.0003886409],"domain_scores_gemma":[0.9984555,0.0002169073,0.0003684447,0.000151162,0.0005704643,0.0002375552],"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":[0.00003665557,0.000230534,0.002755959,0.00003647258,0.0001154826,0.0001413911,0.007010028,0.000004609878,0.00002147718,0.9595385,0.01376909,0.01633976],"study_design_scores_gemma":[0.0004541902,0.0002610704,0.0006959311,0.00005523986,0.00003941765,0.0002242969,0.005287615,0.00002523731,0.00006592146,0.01340265,0.9792832,0.0002052336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3240081,0.001805655,0.0008583275,0.00211086,0.002862335,0.00008498923,0.00002166264,0.00005265606,0.6681954],"genre_scores_gemma":[0.9879134,0.00003839785,0.0002191759,0.0008087294,0.001733389,9.107984e-8,0.000003968628,0.00002256193,0.009260269],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9655141,"threshold_uncertainty_score":0.999288,"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."}}