{"id":"W4406246062","doi":"10.25765/auc.v1i1.22","title":"Photography and Classification of Information:","year":2015,"lang":"en","type":"article","venue":"Street Art & Urban Creativity","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Yale University","keywords":"Graffiti; Photography; Creativity; Phenomenon; Visual arts; Art; Computer science; Psychology; Epistemology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001019299,0.0004239167,0.0004039172,0.00927595,0.001321382,0.00590096,0.0008001594,0.001015536,0.004435393],"category_scores_gemma":[0.003538172,0.0001781525,0.0006284002,0.007227815,0.002710519,0.005147917,0.001366693,0.0007507906,0.001050536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00135544,"about_ca_system_score_gemma":0.00110373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005054166,"about_ca_topic_score_gemma":0.003395357,"domain_scores_codex":[0.9988382,0.0002472299,0.0001423497,0.0002082597,0.00042995,0.0001339285],"domain_scores_gemma":[0.9982072,0.0005840077,0.0002721138,0.0003289357,0.0004999863,0.0001076454],"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":[0.0002701471,0.0001274516,0.03002482,0.00118418,0.00009148182,0.0009028593,0.007536639,0.002295373,0.01139522,0.2970628,0.01279375,0.6363153],"study_design_scores_gemma":[0.00005215971,0.0003802726,0.1698547,0.002616777,0.0004024873,0.006805375,0.02711832,0.03883641,0.02630451,0.3011099,0.4262251,0.0002940893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2490907,0.01980701,0.4930044,0.005904241,0.001454227,0.00125069,0.004822745,0.002108858,0.2225572],"genre_scores_gemma":[0.7223612,0.007154391,0.2445971,0.0003964396,0.0005824355,0.0003418068,0.004042001,0.0001239248,0.02040072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00927595,"threshold_uncertainty_score":0.01483786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608806120119856,"score_gpt":0.2685501319528167,"score_spread":0.2324620707516181,"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."}}