{"id":"W2312433172","doi":"10.1177/154193120304701509","title":"Improving Human Scaling Reliability","year":2003,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Color perception and design","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Scaling; Reliability (semiconductor); Computer science; Scale (ratio); Field (mathematics); Domain (mathematical analysis); Mathematics; Physics; Power (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.001020457,0.0002113592,0.000272351,0.00002856942,0.0008517418,0.00007623954,0.0002452571,0.0001813766,0.0001100045],"category_scores_gemma":[0.0001410949,0.0001654144,0.0002850174,0.0001193577,0.0002573747,0.0001789692,0.00013397,0.0003245484,0.000002796787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008720003,"about_ca_system_score_gemma":0.00001516696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002593309,"about_ca_topic_score_gemma":0.000005564625,"domain_scores_codex":[0.9986684,0.00002493188,0.0004384786,0.0004072705,0.0001217921,0.0003391758],"domain_scores_gemma":[0.9991799,0.00007474639,0.0003566877,0.0001403943,0.0001577089,0.00009054701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006559475,0.0003175467,0.6577176,0.0003344603,0.0001533114,1.183671e-7,0.1057438,0.00002384501,0.1683145,0.06019178,0.006353469,0.0007838872],"study_design_scores_gemma":[0.002260884,0.0003690497,0.7257016,0.00023065,0.0002292796,0.00001275831,0.2297946,0.0002147588,0.02670615,0.007519726,0.005625888,0.001334705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901493,0.00005445391,0.00001246252,0.00003067494,0.0002447945,0.000211585,0.00001010802,0.00006206505,0.009224509],"genre_scores_gemma":[0.9985229,0.000005330102,0.0006026456,0.00009361983,0.00008708788,0.000009896341,0.000001206241,0.00002679891,0.0006504572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1416084,"threshold_uncertainty_score":0.6745403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02458104168061697,"score_gpt":0.2756107436734944,"score_spread":0.2510297019928774,"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."}}