{"id":"W4225473659","doi":"","title":"","year":2023,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"European Commission","keywords":"Medicine; Cohort; Psychopathology; Cohort study; Psychiatry; Internal 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002525664,0.0002176524,0.0003240512,0.0002375351,0.001516668,0.00006900048,0.0006330035,0.0002041153,0.0001552281],"category_scores_gemma":[0.00006091307,0.0002467005,0.00009501013,0.0009298871,0.002369012,0.0008486926,0.00148341,0.0006775531,0.0003054395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002543246,"about_ca_system_score_gemma":0.00003588489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01056186,"about_ca_topic_score_gemma":0.0001806319,"domain_scores_codex":[0.99539,0.0008292024,0.0002704933,0.001041387,0.00137633,0.001092611],"domain_scores_gemma":[0.9983075,0.0003231185,0.0001625849,0.0005815993,0.00004501151,0.0005802485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001097681,0.000104872,0.830801,0.0001571622,0.00003435743,0.0006471042,0.004489352,0.0001628348,0.1601721,0.0000314153,0.0008128686,0.002477256],"study_design_scores_gemma":[0.000729229,0.0003425369,0.9539036,0.00011274,0.00001818512,0.00004308039,0.01232683,0.0004297476,0.02941316,0.0001275791,0.002301383,0.0002519709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966629,0.0000171111,0.00006341099,0.00158883,0.00006081103,0.0008148768,0.00001861661,0.00009458094,0.0006789041],"genre_scores_gemma":[0.9819439,0.0002878827,0.000329159,0.00002056007,0.000044093,0.000004185931,0.00001308783,0.00002072635,0.01733637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1307589,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09931871104173727,"score_gpt":0.3335989115552325,"score_spread":0.2342802005134952,"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."}}