{"id":"W4316083694","doi":"10.53841/bpsadm.2019.11.1.34","title":"Test user registration amongst educational practitioners","year":2019,"lang":"en","type":"article","venue":"Assessment and Development Matters","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Test (biology); Register (sociolinguistics); Quality (philosophy); Quality assurance; Medical education; Psychology; Applied psychology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01025357,0.0001167549,0.0003100962,0.002151124,0.001747083,0.001657181,0.0008589195,0.002459423,0.02591822],"category_scores_gemma":[0.05087514,0.0003868348,0.0002610638,0.001869958,0.0009009046,0.002193644,0.002505223,0.001762541,0.004228691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001458266,"about_ca_system_score_gemma":0.003067853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006525976,"about_ca_topic_score_gemma":0.007027923,"domain_scores_codex":[0.9913833,0.003478175,0.0008731051,0.001051721,0.001984819,0.001228732],"domain_scores_gemma":[0.9407453,0.02558801,0.01108034,0.004347645,0.006572967,0.01166577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000262267,0.0004060712,0.7686833,0.0006084795,0.00001496662,0.001318366,0.04361714,0.00004247306,0.001531254,0.001268552,0.04626174,0.1359855],"study_design_scores_gemma":[0.00005761102,0.001044737,0.8427275,0.001158379,0.00002183925,0.003803708,0.05759944,0.0003857766,0.000376042,0.0006202789,0.09213939,0.00006525533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9320846,0.00407328,0.001421531,0.03971757,0.0005381334,0.0003898417,0.0008974645,0.0001557147,0.02072189],"genre_scores_gemma":[0.9661578,0.002200066,0.0009386069,0.01135415,0.0004286467,0.0003147812,0.0003425761,0.00004300218,0.01822029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02591822,"threshold_uncertainty_score":0.08670509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988467187185596,"score_gpt":0.3707978010708839,"score_spread":0.3409131291990279,"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."}}