{"id":"W4411211881","doi":"10.1080/1059924x.2025.2517022","title":"Exploring AgrAbility Quality of Life Profiles","year":2025,"lang":"en","type":"article","venue":"Journal of Agromedicine","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Food and Agriculture","keywords":"Environmental health; Engineering; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007792585,0.00008735135,0.0003944687,0.00002146054,0.00004984759,0.000005264166,0.0002025231,0.0000407066,0.0001085477],"category_scores_gemma":[0.0001785618,0.00002395701,0.0001513582,0.0004337418,0.00007834155,0.0001520319,0.00003673403,0.0001707188,0.000001392854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001842588,"about_ca_system_score_gemma":0.00002564568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001040167,"about_ca_topic_score_gemma":0.00002515078,"domain_scores_codex":[0.9986832,0.0000863789,0.0007285258,0.00009246811,0.0002887306,0.0001207683],"domain_scores_gemma":[0.9988503,0.0003127758,0.0004190038,0.00004153759,0.0002791946,0.0000972022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003383785,0.0004339229,0.2790701,0.0001123684,0.0001577762,0.00000468223,0.0003169444,0.000005237895,0.6437047,0.002500362,0.003148184,0.0702074],"study_design_scores_gemma":[0.0002732892,0.0002800248,0.9914366,0.0000949525,0.0000241806,0.000002636296,0.001392783,6.843808e-7,0.002368159,0.0007265468,0.003346984,0.00005316208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934911,0.0003868983,0.00003245147,0.004512521,0.000288881,0.00007704395,0.000006042689,0.000007400546,0.001197725],"genre_scores_gemma":[0.9989496,0.000172012,0.00008679336,0.0001972609,0.0004598899,0.000001748359,0.000004587169,2.280465e-7,0.0001278434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7123665,"threshold_uncertainty_score":0.1188522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060263598183587,"score_gpt":0.2840234063499041,"score_spread":0.1779970465315454,"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."}}