{"id":"W2273721664","doi":"10.1080/10926488.2016.1116908","title":"Aptness Predicts Metaphor Preference in the Lab and on the Internet","year":2016,"lang":"en","type":"article","venue":"Metaphor and Symbol","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McGill University","funders":"","keywords":"Simile; Metaphor; Preference; Psychology; Context (archaeology); The Internet; Social psychology; Dominance (genetics); Cognitive psychology; Linguistics; Computer science; Mathematics; Statistics; Philosophy; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001507257,0.0003090839,0.000221846,0.0006623704,0.0002684834,0.001583728,0.0001864891,0.0007485386,0.005330549],"category_scores_gemma":[0.01309856,0.0002338848,0.0003456959,0.0002978559,0.0003858107,0.001000837,0.0005615657,0.0007570689,0.0006614726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001596625,"about_ca_system_score_gemma":0.00008864715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000445131,"about_ca_topic_score_gemma":0.0008917145,"domain_scores_codex":[0.9993632,0.0002887633,0.00006102834,0.00007500568,0.0001632683,0.00004880671],"domain_scores_gemma":[0.9904425,0.004738631,0.002788456,0.0005129323,0.0004543226,0.001063173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001812353,0.002535823,0.865692,0.0004040358,0.0002957851,0.0007883582,0.01933766,0.0008053287,0.07279435,0.000879782,0.0007418285,0.03391276],"study_design_scores_gemma":[0.00005763401,0.00116102,0.983041,0.00004065975,0.00006826009,0.0007682329,0.006291846,0.002447702,0.00369304,0.001005638,0.001370063,0.0000549152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987682,0.00006885589,0.0002041127,0.00002684085,0.000002998518,0.000009457645,0.00002022856,0.00000663704,0.0008926882],"genre_scores_gemma":[0.9986039,0.000105684,0.0006349545,0.00003556077,0.000006684335,0.00001574326,0.00007145824,0.000007132646,0.0005189378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005330549,"threshold_uncertainty_score":0.01783252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04598963472906858,"score_gpt":0.2781181210484783,"score_spread":0.2321284863194097,"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."}}