{"id":"W2620297369","doi":"10.1007/978-3-319-56129-5","title":"Understanding and Investigating Response Processes in Validation Research","year":2017,"lang":"en","type":"book","venue":"Social indicators research series","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":131,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Test (biology); Data science; Computer science; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03510214,0.001315908,0.001419202,0.002804503,0.00100612,0.00850973,0.001991475,0.002531047,0.007680441],"category_scores_gemma":[0.08415516,0.0008512983,0.0007800318,0.004066969,0.008874361,0.01338506,0.002428836,0.003825243,0.003686499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002858288,"about_ca_system_score_gemma":0.004303219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001938849,"about_ca_topic_score_gemma":0.002252791,"domain_scores_codex":[0.9789347,0.01464933,0.0008246683,0.0009443847,0.004399578,0.0002472182],"domain_scores_gemma":[0.8044195,0.1835642,0.002105889,0.005053452,0.00449201,0.0003649307],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004069693,0.00005180761,0.0009265598,0.0007306465,0.0000271926,0.00006842388,0.005191937,0.002065524,0.0007875896,0.6951109,0.02329511,0.2717036],"study_design_scores_gemma":[0.000005700064,0.00001975636,0.0007783957,0.0005213511,0.00001402362,0.00008762282,0.001183842,0.00376553,0.0009856223,0.9281589,0.0644545,0.00002471084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005074343,0.02462975,0.8286372,0.01572962,0.001137809,0.0003856325,0.000267522,0.0006932719,0.1234449],"genre_scores_gemma":[0.1399829,0.04272519,0.664615,0.00530957,0.001882765,0.002182682,0.000866496,0.001148393,0.1412869],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9648979,"threshold_uncertainty_score":0.1856401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8421524619491882,"score_gpt":0.6459391458506124,"score_spread":0.1962133160985758,"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."}}