{"id":"W4311627865","doi":"10.1177/14703572221111804","title":"The optometry of visual communication: the Museum of Vision Science","year":2022,"lang":"en","type":"article","venue":"Visual Communication","topic":"Visual Culture and Art Theory","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Vision science; Conversation; Visual arts; Sociology; History of science; Point (geometry); Optometry; Art; Medicine; Computer science; Epistemology; Communication; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002800858,0.0001046973,0.0001491075,0.0001142894,0.004960068,0.0001372846,0.002159543,0.00001855029,0.000358587],"category_scores_gemma":[0.0001130958,0.00006362581,0.00008741228,0.0003845395,0.002648696,0.0003044138,0.001458034,0.0003392048,0.00001144257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004839071,"about_ca_system_score_gemma":0.00007075609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001158412,"about_ca_topic_score_gemma":0.0000821153,"domain_scores_codex":[0.9979974,0.0007017828,0.0004282527,0.0001274668,0.00057581,0.0001693025],"domain_scores_gemma":[0.9973261,0.000681329,0.0004056593,0.001211736,0.0003465449,0.00002856667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001011584,0.0005520323,0.0001491288,0.00002082113,0.00003656088,6.991837e-8,0.04954389,0.0000386839,0.006661943,0.9333414,0.002303235,0.007251065],"study_design_scores_gemma":[0.0008684653,0.001691122,0.004477301,0.0001181487,0.00009686085,0.000007380521,0.1827214,0.004552515,0.01156686,0.01338531,0.780064,0.0004506242],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415512,0.004722847,0.00002194995,0.004804751,0.0002962311,0.0005162613,0.00002506028,0.00006732948,0.04799435],"genre_scores_gemma":[0.9988207,0.0002478934,0.00003393451,0.0001804496,0.00004125931,0.00005092342,0.00003004185,0.00001238937,0.000582413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9199561,"threshold_uncertainty_score":0.9963353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796606345908199,"score_gpt":0.3541181672072011,"score_spread":0.3261521037481191,"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."}}