{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001190418,0.000192536,0.0001694242,0.0009979103,0.0003688478,0.0007056503,0.0002693895,0.0002354917,0.001957761],"category_scores_gemma":[0.003642483,0.0000916185,0.0004373313,0.0007982449,0.0001637561,0.0006377675,0.001015178,0.0004337851,0.0002050526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004417525,"about_ca_system_score_gemma":0.0002970791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003077345,"about_ca_topic_score_gemma":0.00525308,"domain_scores_codex":[0.999572,0.0001208005,0.00004624599,0.00006179003,0.0000996794,0.00009944905],"domain_scores_gemma":[0.9983429,0.0003300457,0.0007622031,0.00006584787,0.0002598271,0.0002392484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000723721,0.0000739067,0.9888303,0.00001820511,0.00002817523,0.00003881143,0.001238566,0.0001249449,0.000228174,0.00005421014,0.0001251347,0.009167153],"study_design_scores_gemma":[0.000002006261,0.00007646652,0.9979233,0.000009377191,0.000004245035,0.00003954592,0.001281889,0.0003567344,0.00005427544,0.00005571563,0.0001932479,0.000003183116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992575,0.00002529558,0.0001372407,0.00002684867,9.521558e-7,0.00001620389,0.0002106995,0.000001636491,0.0003234834],"genre_scores_gemma":[0.9992685,0.00001884641,0.0002207438,0.000004764024,0.000001017214,0.00001548493,0.0003533381,7.688884e-7,0.0001164427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003077345,"threshold_uncertainty_score":0.006549418,"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."}}