{"id":"W4235684889","doi":"10.1093/geront/47.1.138b","title":"","year":2007,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005201756,0.0001245954,0.0001638251,0.0000388582,0.002584077,0.00009473752,0.0009060938,0.0001264512,0.00004723297],"category_scores_gemma":[0.0005901596,0.0000790855,0.000097149,0.0003708871,0.001695873,0.0002148175,0.00006187542,0.0002293792,0.00002823438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267646,"about_ca_system_score_gemma":0.00009699332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03715545,"about_ca_topic_score_gemma":0.5116517,"domain_scores_codex":[0.9976944,0.0003809438,0.0002602654,0.0002360061,0.0004540366,0.0009743391],"domain_scores_gemma":[0.9981128,0.001138518,0.00009949566,0.0004110186,0.00007620248,0.0001619689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005844448,0.0002646259,0.1671731,0.000007311121,0.00009922615,0.0001899681,0.3610958,0.00001221644,0.002915733,0.2194091,0.005852296,0.2423961],"study_design_scores_gemma":[0.001776511,0.0004280217,0.4653268,0.00008530104,0.0001091137,0.00003481283,0.1937044,0.000007934899,0.00856791,0.04712018,0.2818529,0.0009860595],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918299,0.001877621,0.003635331,0.02185823,0.0004021442,0.0003252088,5.172572e-7,0.0002916999,0.05331031],"genre_scores_gemma":[0.9956938,0.0004650713,0.0002172519,0.00212629,0.000545436,0.00001079856,6.643962e-7,0.000007035303,0.000933637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4744962,"threshold_uncertainty_score":0.9987144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05095139557959409,"score_gpt":0.3863604868760172,"score_spread":0.3354090912964231,"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."}}