{"id":"W2991154773","doi":"10.1007/s40037-019-00549-0","title":"The mental workload of conducting research in assessor cognition","year":2019,"lang":"en","type":"letter","venue":"Perspectives on Medical Education","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"National Institute for Health and Care Research","keywords":"Workload; Cognition; Psychology; Medical education; Applied psychology; Computer science; Data science; 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003337608,0.0001448504,0.0002111924,0.0004906293,0.0002447737,0.0001694608,0.001165577,0.0002890851,0.00005749981],"category_scores_gemma":[0.004202226,0.0001083729,0.0000696204,0.001088273,0.0004805993,0.0003162616,0.0002120523,0.002428986,0.0000868227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003344685,"about_ca_system_score_gemma":0.002474407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008287643,"about_ca_topic_score_gemma":0.00001579203,"domain_scores_codex":[0.9959134,0.0006870744,0.0003409305,0.0006410368,0.001985984,0.0004315599],"domain_scores_gemma":[0.9964131,0.002259971,0.0001978094,0.0004445419,0.0006230393,0.00006156354],"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":[0.00002033807,0.0006796613,0.0001298452,0.0001276173,0.0000409231,0.00002336803,0.03532421,7.019268e-7,0.0002050953,0.01064431,0.5506586,0.4021454],"study_design_scores_gemma":[0.00201412,0.001233612,0.002835142,0.01325944,0.00004061249,0.0001066989,0.3470043,0.006785079,0.001684054,0.04689093,0.5765685,0.001577432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004321166,0.001236791,0.001077273,0.9715877,0.002491189,0.0006821624,0.000002370065,0.0000286084,0.01857276],"genre_scores_gemma":[0.7517618,0.001922134,0.001122502,0.2361058,0.005630834,0.0004175476,0.00006610042,0.00004276315,0.002930501],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7474406,"threshold_uncertainty_score":0.9998724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230997843822688,"score_gpt":0.437249741396835,"score_spread":0.3141499570145663,"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."}}