{"id":"W2098842953","doi":"10.1027/1016-9040.14.2.98","title":"Ambulatory Assessment in Lifespan Psychology","year":2009,"lang":"en","type":"article","venue":"European Psychologist","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Deutsche Forschungsgemeinschaft; Georgia Institute of Technology","keywords":"Psychology; Context (archaeology); Ambulatory; Perspective (graphical); Applied psychology; Cognition; Developmental psychology; Cognitive psychology; Medicine; Psychiatry","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002050109,0.0002910477,0.0003540005,0.000372309,0.0001170191,0.00003909861,0.000827489,0.0001759484,0.001682283],"category_scores_gemma":[0.00005917026,0.0002764814,0.0001092723,0.0004243831,0.0003752433,0.00007097475,0.00005947422,0.001192903,0.004511724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006198148,"about_ca_system_score_gemma":0.00002701229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003301521,"about_ca_topic_score_gemma":0.00002316785,"domain_scores_codex":[0.9954965,0.001801689,0.000560634,0.0009948347,0.0002187821,0.000927635],"domain_scores_gemma":[0.9982656,0.00009556222,0.0001320679,0.001266545,0.00004159622,0.0001985787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000647217,0.00342283,0.2134529,0.00000853376,0.0001149691,0.005111976,0.004321391,0.00000947763,0.0006995031,0.04254496,0.425259,0.3044073],"study_design_scores_gemma":[0.00184949,0.0006237882,0.9458187,0.00001463463,0.000006002266,0.0001491641,0.0004042412,0.000005149923,0.000002028164,0.0008425475,0.05000544,0.0002788484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2561895,0.0005673293,0.0006753299,0.007411488,0.001131525,0.0002108125,0.000003913682,0.0002498482,0.7335603],"genre_scores_gemma":[0.9783196,0.00001546048,0.0007620251,0.0105282,0.0003308578,0.00001571402,0.00001633041,0.00004152711,0.009970213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7323657,"threshold_uncertainty_score":0.9999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0789983387709955,"score_gpt":0.4711526339246511,"score_spread":0.3921542951536556,"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."}}