{"id":"W4402215460","doi":"10.18432/ari29734","title":"Artful Diffractions","year":2024,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.007466436,0.001092922,0.0006791458,0.00269047,0.008385221,0.01086577,0.002464186,0.003024152,0.02605015],"category_scores_gemma":[0.0171421,0.0006971825,0.001150742,0.001599574,0.02961751,0.01274346,0.01509099,0.004799955,0.005057713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002174635,"about_ca_system_score_gemma":0.002191158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008621571,"about_ca_topic_score_gemma":0.001802362,"domain_scores_codex":[0.9929951,0.003431578,0.0002218658,0.0009197563,0.001888067,0.0005436845],"domain_scores_gemma":[0.9896448,0.004689172,0.0004160462,0.003879738,0.0007936701,0.000576621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003646094,0.0000267939,0.0002489542,0.0001915298,0.00001532403,0.0002913218,0.02823117,0.0004182128,0.001223141,0.9343131,0.01022431,0.0247796],"study_design_scores_gemma":[0.00002071043,0.00003694188,0.0002124579,0.0004399375,0.00001600002,0.0007095919,0.01731397,0.0008296777,0.00205932,0.4587773,0.5195471,0.00003698982],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01958545,0.004624065,0.1986127,0.0150122,0.002458974,0.0002592499,0.0001865436,0.0008811743,0.7583796],"genre_scores_gemma":[0.6568063,0.004567828,0.1279454,0.005467367,0.001093351,0.0006344593,0.0002153523,0.0014574,0.2018126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02605015,"threshold_uncertainty_score":0.08714646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1534632296535698,"score_gpt":0.5070539088649416,"score_spread":0.3535906792113718,"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."}}