{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004463686,0.0001047497,0.000101138,0.0005489616,0.002482258,0.001489815,0.0006714797,0.0001009668,0.005090612],"category_scores_gemma":[0.0001854915,0.00009154974,0.0001865383,0.000425789,0.0006143012,0.001173027,0.00007629755,0.001868735,0.001383467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003733791,"about_ca_system_score_gemma":0.0007573377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004751334,"about_ca_topic_score_gemma":0.0005614122,"domain_scores_codex":[0.9966965,0.0004187941,0.000265214,0.0002595774,0.001803233,0.0005566216],"domain_scores_gemma":[0.9983602,0.0007289746,0.00002999128,0.0001114335,0.0004399698,0.0003294785],"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":[0.00007452351,0.0003958721,0.0001727184,0.00001827218,0.0002536754,0.001024867,0.09828867,0.00004203261,0.001422516,0.7989902,0.0838666,0.01545003],"study_design_scores_gemma":[0.0001408416,0.00007673673,0.0009183248,0.0001238636,0.000007594218,0.0001725008,0.008051233,0.0005416917,0.00003179829,0.2123984,0.7774209,0.0001160533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1114127,0.0007310146,0.004115814,0.2330272,0.005303639,0.0002427578,0.00004842906,0.0001815306,0.6449369],"genre_scores_gemma":[0.959198,0.001156944,0.0001761643,0.00009524912,0.002704617,0.00001994244,0.000009544612,0.00002103334,0.03661853],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8477852,"threshold_uncertainty_score":0.9995467,"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."}}