{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008550609,0.000184586,0.0002120352,0.0001018588,0.0001053494,0.00005638149,0.000226974,0.000307284,0.00225881],"category_scores_gemma":[0.0002152895,0.0001591029,0.0001005421,0.0001909036,0.00009259037,0.0001586946,0.00004167758,0.0002698165,0.002442076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007224311,"about_ca_system_score_gemma":0.0000572252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002326083,"about_ca_topic_score_gemma":0.0005133151,"domain_scores_codex":[0.9984045,0.0004744382,0.0002466404,0.0003825542,0.0001476697,0.0003441699],"domain_scores_gemma":[0.9991286,0.0001734659,0.0000718987,0.0003489305,0.0001872422,0.0000898998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00107492,0.001373672,0.00603533,0.0002291465,0.001309878,0.0001597325,0.1873082,0.00001085505,0.03303261,0.1217247,0.02428127,0.6234596],"study_design_scores_gemma":[0.003617043,0.0028561,0.009637415,0.0007381901,0.0007057186,0.0003671181,0.06273881,0.007670513,0.2729601,0.5665963,0.06861578,0.003496908],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.647113,0.001851886,0.006188013,0.0003657535,0.000498808,0.0001485022,0.000003340714,0.0003373549,0.3434933],"genre_scores_gemma":[0.9835464,0.0001233628,0.004871964,0.001161062,0.0009828517,0.00003669954,0.00001542346,0.00003995451,0.00922228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6199628,"threshold_uncertainty_score":0.9986532,"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."}}