{"id":"W7084574625","doi":"10.1386/public_00245_1","title":"Pulsating Abundance","year":2025,"lang":"en","type":"article","venue":"Public","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Ephemera; Queer; Feeling; Modernity; Diaspora; Colonialism; Temporality; Photography","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":[],"consensus_categories":[],"category_scores_codex":[0.00008850091,0.00004851245,0.00008872418,0.0001107273,0.00006670651,0.00003519355,0.00005000337,0.00002344349,0.0002160193],"category_scores_gemma":[0.0004032376,0.00003821966,0.0000333541,0.0002632968,0.00002524699,0.0000601123,0.00003398183,0.00008152149,0.0001357325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006226476,"about_ca_system_score_gemma":0.0001320761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003983489,"about_ca_topic_score_gemma":0.00001213936,"domain_scores_codex":[0.9994419,0.00001430816,0.00007736221,0.0001192767,0.0001297107,0.0002174171],"domain_scores_gemma":[0.9996095,0.00004123875,0.00001202988,0.0001720299,0.00006535954,0.00009989591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004631751,0.0002034017,0.6907334,0.00009000267,0.0001384119,0.00005353922,0.00003424919,1.81342e-7,0.001219237,0.00988556,0.005547243,0.2920484],"study_design_scores_gemma":[0.002490487,0.00007295633,0.854602,0.00007321133,0.00001825274,0.00001411948,0.00004874711,0.001028679,0.002084745,0.0007749915,0.1387264,0.0000653535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7058558,0.0007434604,0.0004896004,0.02062434,0.0001193172,0.0003430719,0.000004069823,0.000121219,0.2716991],"genre_scores_gemma":[0.9848935,0.00001572591,0.0008369688,0.0005551633,0.00003680387,0.00003449541,0.00001820763,0.000004448548,0.01360469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2919831,"threshold_uncertainty_score":0.236526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895993679046997,"score_gpt":0.3549889728242578,"score_spread":0.3160290360337878,"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."}}