{"id":"W4403867922","doi":"10.18060/27660","title":"Resuscitating Equality","year":2024,"lang":"en","type":"article","venue":"Advances in Social Work","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Intensive care medicine","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":[0.000833892,0.00006749609,0.0001137399,0.00005710113,0.0004474974,0.00001353426,0.00008662626,0.00005470842,0.0002684607],"category_scores_gemma":[0.0001066062,0.0000617991,0.0000359428,0.0006922001,0.00003816462,0.0002146136,0.00009910508,0.0003013595,0.0005667808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048585,"about_ca_system_score_gemma":0.00004282757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001055399,"about_ca_topic_score_gemma":0.00007882634,"domain_scores_codex":[0.9987492,0.0003705112,0.0002668299,0.0001781049,0.0001358713,0.0002995023],"domain_scores_gemma":[0.9993073,0.0005307004,0.00003811082,0.00008574764,0.00001356131,0.00002455986],"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":[0.0001456458,0.0000305603,0.006736458,0.0006303331,0.00001715679,0.00003616371,0.06337897,0.00001358639,0.0000100216,0.6264907,0.03103755,0.2714728],"study_design_scores_gemma":[0.0001251363,0.000006689012,0.002758916,0.000372039,0.000004255717,1.712711e-8,0.01207413,0.000006047398,5.630354e-7,0.05220403,0.9323733,0.00007482634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05651042,0.006333938,0.002363537,0.004227045,0.003555581,0.0004956852,0.000006980511,0.0002774748,0.9262294],"genre_scores_gemma":[0.9733333,0.0001795754,0.0006521243,0.001123696,0.0008238447,0.0001732383,0.000005475341,0.00001860161,0.02369012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9168229,"threshold_uncertainty_score":0.728501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08358708596648466,"score_gpt":0.5154734765786135,"score_spread":0.4318863906121289,"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."}}