{"id":"W4231951703","doi":"10.32920/ryerson.14644299","title":"Intuitive versus theoretical approaches to visual communication to facilitate knowledge transfer","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Gestalt psychology; Checklist; Graphics; Psychology; Process (computing); Foundation (evidence); Computer science; Communication design; Test (biology); Perception; Cognitive psychology; Multimedia; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03218951,0.001439532,0.0003665674,0.00327197,0.001715795,0.007747773,0.003186733,0.002120492,0.0128604],"category_scores_gemma":[0.06436758,0.0007175725,0.0009489979,0.001331988,0.009163906,0.007261953,0.006845217,0.003220567,0.001363063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0036704,"about_ca_system_score_gemma":0.004058857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006640165,"about_ca_topic_score_gemma":0.001072871,"domain_scores_codex":[0.9547004,0.03710437,0.001242097,0.001624687,0.004175337,0.001153113],"domain_scores_gemma":[0.9278628,0.05999798,0.003155106,0.004869171,0.00304891,0.001066006],"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":[0.0008249417,0.002373392,0.004197554,0.006269162,0.0001046435,0.0003654521,0.1414661,0.00460306,0.01407802,0.450511,0.006017936,0.3691887],"study_design_scores_gemma":[0.00301764,0.007574919,0.01153065,0.007156427,0.000314939,0.001257224,0.1186484,0.02698912,0.02408892,0.5283599,0.2707366,0.0003252114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1620327,0.00090902,0.6930187,0.0121073,0.0004386253,0.00732097,0.0001432789,0.0009099789,0.1231195],"genre_scores_gemma":[0.4626629,0.0006911056,0.5173485,0.001858811,0.00009401971,0.009701857,0.00007575019,0.0001162481,0.007450709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03218951,"threshold_uncertainty_score":0.1702364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2613443559886841,"score_gpt":0.3321621666051098,"score_spread":0.07081781061642572,"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."}}