{"id":"W4287173242","doi":"","title":"materialization - Dematerialization - Ben Lerner","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Digital Media and Philosophy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Media arts; Object (grammar); Art; Visual arts; Art history; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001582944,0.0007774671,0.0005824796,0.001170733,0.002680366,0.004871988,0.0005182449,0.002388489,0.01117267],"category_scores_gemma":[0.001599497,0.0003680573,0.0003914791,0.00112257,0.009922388,0.008702412,0.003315448,0.003256192,0.002547046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003501633,"about_ca_system_score_gemma":0.001062621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001236152,"about_ca_topic_score_gemma":0.0007938993,"domain_scores_codex":[0.998861,0.0005765494,0.00003032602,0.0002240501,0.000214781,0.0000932738],"domain_scores_gemma":[0.9993572,0.0003261844,0.00003183991,0.00008996953,0.0001435616,0.00005128534],"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":[0.00001976692,0.00001147478,0.00003257094,0.0000518969,0.000002352612,0.00003901962,0.0006758872,0.0001912602,0.0002604574,0.9833625,0.00855841,0.006794362],"study_design_scores_gemma":[0.00001129485,0.00001250228,0.00007564971,0.0000731818,0.000004094314,0.0001154815,0.0005403194,0.0004045156,0.0008053473,0.8362991,0.161643,0.0000155879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02364415,0.08841353,0.04540356,0.09585243,0.003381799,0.00005161175,0.0001195236,0.0001997418,0.7429336],"genre_scores_gemma":[0.6314828,0.03826966,0.01026691,0.00868616,0.002618418,0.0001257005,0.0001664856,0.0005087419,0.3078752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01117267,"threshold_uncertainty_score":0.03737634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466767386021093,"score_gpt":0.2141719542834661,"score_spread":0.1995042804232552,"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."}}