{"id":"W2894904398","doi":"10.7202/1051193ar","title":"Phonemes as Modeling Devices","year":2018,"lang":"en","type":"article","venue":"Recherches sémiotiques","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Linguistics; Semiosis; Meaning (existential); Extension (predicate logic); Computer science; Semiotics; Rubric; Sound (geography); Word (group theory); Theoretical linguistics; Sound symbolism; Property (philosophy); Element (criminal law); Epistemology; Psychology; Philosophy; Acoustics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001394895,0.0006246483,0.0004225009,0.001378614,0.001005484,0.004863345,0.0008674585,0.001602815,0.004990979],"category_scores_gemma":[0.004269606,0.0004187123,0.0009276104,0.0006870974,0.008243549,0.008126327,0.003322725,0.002274659,0.001300067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077938,"about_ca_system_score_gemma":0.0005709082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005950854,"about_ca_topic_score_gemma":0.0004404146,"domain_scores_codex":[0.9984131,0.0008801519,0.00008693508,0.0002527795,0.0002679107,0.00009915808],"domain_scores_gemma":[0.9979051,0.001240512,0.0001238366,0.0004790364,0.0001739489,0.00007761485],"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":[0.000004852228,0.000001833448,0.00005472309,0.00001816991,0.000001769609,0.0000238672,0.0007421397,0.0004319812,0.0004556613,0.9957975,0.0001449526,0.002322697],"study_design_scores_gemma":[0.000005320481,0.00001388352,0.00008916306,0.00002476545,0.000004282321,0.0001033538,0.0002828674,0.004206781,0.0005533676,0.9789678,0.01573954,0.000008770544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06437358,0.004378336,0.7135642,0.004108211,0.0005993602,0.00006699652,0.0003013008,0.0006900219,0.211918],"genre_scores_gemma":[0.865378,0.001735902,0.1186602,0.0004170381,0.000227194,0.0001369593,0.0001954236,0.0001939221,0.01305545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004990979,"threshold_uncertainty_score":0.01669645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1511703471432266,"score_gpt":0.4108697616172836,"score_spread":0.259699414474057,"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."}}