{"id":"W2804918907","doi":"10.1177/1470357218775127","title":"What does knowledge look like? Interpreting diagrams as contemporary hieroglyphics","year":2018,"lang":"en","type":"article","venue":"Visual Communication","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto","funders":"","keywords":"Representation (politics); Graphics; Graphic communication; Computer science; Meaning (existential); Object (grammar); Graphic design; Psychology; Artificial intelligence; Multimedia; Computer graphics (images)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007506243,0.0001816439,0.0001987988,0.0001201171,0.0002950146,0.0001955797,0.0005400715,0.0002027308,0.0008473145],"category_scores_gemma":[0.0001237897,0.000147961,0.00009089622,0.0002441056,0.0003343957,0.0005466584,0.0002387727,0.000337297,0.002508294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004856494,"about_ca_system_score_gemma":0.00004684398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003167032,"about_ca_topic_score_gemma":0.0004948167,"domain_scores_codex":[0.9980909,0.0008597395,0.0003681213,0.0003041866,0.0001393518,0.0002377285],"domain_scores_gemma":[0.9980376,0.0003883166,0.0002067745,0.001014089,0.000268102,0.00008509454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001171335,0.003362904,0.006689449,0.0001195597,0.000636231,0.00002004643,0.3204749,1.365372e-7,0.007434127,0.08333886,0.03405314,0.5426993],"study_design_scores_gemma":[0.005916803,0.003927064,0.0138616,0.0024418,0.000377409,0.0001031975,0.3072345,0.002093284,0.02444283,0.06332646,0.5736448,0.002630257],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8301699,0.01220399,0.0007827184,0.00102631,0.002220661,0.000470798,0.000004347953,0.0003262082,0.1527951],"genre_scores_gemma":[0.993759,0.0003947319,0.0001401015,0.00174894,0.0003071699,0.00009914154,0.0001939795,0.00003835224,0.003318587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5400691,"threshold_uncertainty_score":0.9982684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946712186689127,"score_gpt":0.3812637052764461,"score_spread":0.3417965834095548,"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."}}