{"id":"W2485902254","doi":"10.1007/978-1-4615-4397-8","title":"Problems and Solutions in Human Assessment","year":2000,"lang":"en","type":"book","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":155,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00182794,0.0001657187,0.0004679821,0.0006358934,0.0002121365,0.0002114728,0.0004217576,0.000204555,0.006961365],"category_scores_gemma":[0.0000376564,0.0001154303,0.0001482268,0.0003005242,0.0001208793,0.0001360402,0.0001256407,0.0003055285,0.0002884344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014749,"about_ca_system_score_gemma":0.0002132573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001737177,"about_ca_topic_score_gemma":0.002388208,"domain_scores_codex":[0.9974245,0.0001093677,0.0007364941,0.0005405024,0.0009713263,0.0002178112],"domain_scores_gemma":[0.9988607,0.0003174341,0.0001463284,0.0005198276,0.00007198858,0.00008368085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004756108,0.0001496939,0.002028401,0.00001322282,0.0001033005,0.00003122887,0.0004967421,0.002280681,0.00001299896,0.1502876,0.6388837,0.2057078],"study_design_scores_gemma":[0.0001112641,0.00002200502,0.003010462,0.00002279569,0.00002144372,0.000001709966,0.0000377873,0.0009702546,1.505519e-7,0.4700051,0.5256543,0.0001427557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001113335,0.000404374,0.0008732424,0.001009776,0.00003390139,0.0001537126,0.00001332039,0.00001910319,0.9973812],"genre_scores_gemma":[0.003863195,0.0009284261,0.0004754725,0.00008689342,0.00004820725,0.00001129166,0.00002715525,0.000008716262,0.9945506],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3197175,"threshold_uncertainty_score":0.9939464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1443523361192481,"score_gpt":0.4011956746479093,"score_spread":0.2568433385286613,"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."}}