{"id":"W2090458888","doi":"10.1145/1815330.1815360","title":"Typeface personality traits and their design characteristics","year":2010,"lang":"en","type":"article","venue":"","topic":"Handwritten Text Recognition Techniques","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Typeface; Legibility; Big Five personality traits; Readability; Personality; Psychology; Computer science; Cognitive psychology; Social psychology; Visual arts; Art","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003254662,0.00008858783,0.0000959864,0.00003448856,0.00006475408,0.0001294663,0.0002795478,0.00006338408,0.0001370529],"category_scores_gemma":[0.00005114293,0.00006604403,0.00002147412,0.00008699534,0.00004937447,0.0002314099,0.00007992386,0.0001559889,0.00004102094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004147939,"about_ca_system_score_gemma":0.00002932534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009178612,"about_ca_topic_score_gemma":0.000007510248,"domain_scores_codex":[0.99945,0.00003974165,0.00009909617,0.0002080663,0.00007269222,0.0001303789],"domain_scores_gemma":[0.9995787,0.00009599834,0.00003231255,0.0001423813,0.00007082883,0.00007981018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003765798,0.00006209058,0.0003483758,0.0000116327,0.00001053612,0.000004525012,0.0009755722,1.396493e-8,0.128369,0.03586116,0.001874343,0.832479],"study_design_scores_gemma":[0.0006569187,0.0003825379,0.1892997,0.00003705474,0.0000123463,0.0003817877,0.0001057148,0.03981018,0.6568674,0.07437529,0.03685104,0.001219951],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07182604,0.000007403687,0.9235597,0.0006290916,0.00006241938,0.0001148133,0.000003713974,0.0003824555,0.003414423],"genre_scores_gemma":[0.8033701,0.000007803669,0.1958097,0.0004460046,0.0000356639,0.000009130294,6.59686e-7,0.00000451266,0.0003164325],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8312591,"threshold_uncertainty_score":0.2693197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535077174877393,"score_gpt":0.2456531464078028,"score_spread":0.2203023746590289,"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."}}