{"id":"W4310757901","doi":"10.22269/221101","title":"Field Notes on Design Activism: 1","year":2022,"lang":"en","type":"article","venue":"Places","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Field (mathematics); Political science; Quantum electrodynamics; Sociology; Mathematics; Physics; Pure mathematics","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":[0.0001604345,0.00009485922,0.0001033501,0.00006529237,0.0005825742,0.0001171244,0.0001362855,0.00001407574,0.01862834],"category_scores_gemma":[0.00005234054,0.0000797135,0.00004582889,0.00002136461,0.0000368803,0.00008624529,0.00003818953,0.0001455386,0.0002025109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002019839,"about_ca_system_score_gemma":0.00002495618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001407735,"about_ca_topic_score_gemma":0.00008901516,"domain_scores_codex":[0.9993451,0.00007723943,0.00008890314,0.0001514675,0.0001829778,0.0001543365],"domain_scores_gemma":[0.9988433,0.0009424102,0.00003915408,0.0001322396,0.0000133354,0.00002956462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009566685,0.0004473468,0.0001177346,0.00002824915,0.00008419267,0.00005285138,0.08608254,0.001095417,0.0005326693,0.2427988,0.6439756,0.02382792],"study_design_scores_gemma":[0.0002996221,0.00109411,0.00003530578,0.000008023818,0.00001754248,0.00000356154,0.007512904,0.0006035515,0.003433363,0.004635179,0.9821147,0.0002421017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3302899,0.0005984087,0.002100077,0.005886094,0.003420879,0.0007397245,0.0001041926,0.0006492663,0.6562115],"genre_scores_gemma":[0.9828079,0.000006025525,0.00006047292,0.001432808,0.0003294603,0.00005871536,0.000004827261,0.00001261494,0.0152872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.652518,"threshold_uncertainty_score":0.9822688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07903694253272849,"score_gpt":0.2454569354285716,"score_spread":0.1664199928958431,"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."}}