{"id":"W7084030423","doi":"10.64628/aam.6y4psh5a3","title":"How Lady Gaga acts as a custodian of hope","year":2025,"lang":"en","type":"article","venue":"","topic":"Agriculture, Water, and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"","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":[0.00007475894,0.00006533326,0.00009374951,0.00001516328,0.00005989969,0.00001711075,0.0001327288,0.00004901482,0.001007472],"category_scores_gemma":[0.00001205343,0.00004010728,0.00002908956,0.0001512387,0.00005467773,0.0001012497,0.00008215465,0.00006085853,0.0003888683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005533014,"about_ca_system_score_gemma":0.00001362239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001567892,"about_ca_topic_score_gemma":0.001273019,"domain_scores_codex":[0.9994624,0.00001775748,0.00008064313,0.000142896,0.0001244204,0.0001719025],"domain_scores_gemma":[0.9997547,0.00001241005,0.00002796692,0.000127352,0.000004208174,0.00007333783],"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":[0.00005280168,0.0004928954,0.3163974,0.0001403225,0.00003920394,0.00001849691,0.002796994,0.00008064575,0.02905421,0.06720334,0.5599134,0.02381029],"study_design_scores_gemma":[0.0004173781,0.0001164594,0.3920304,0.00002561969,0.00001541372,0.000003438019,0.0009698104,0.00003289767,0.02939078,0.003593411,0.5732214,0.0001830782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.442279,0.00002293264,0.00008975707,0.004122044,0.00008210907,0.0001443907,0.000001994368,0.00002766761,0.5532302],"genre_scores_gemma":[0.9201677,0.00005935892,0.0003459751,0.001092582,0.00001607066,0.000003597322,0.000002609928,0.000002125156,0.07830992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4778888,"threshold_uncertainty_score":0.9999058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007377335013092513,"score_gpt":0.227804141124125,"score_spread":0.2204268061110325,"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."}}