{"id":"W3033178715","doi":"10.36315/2019v1end013","title":"AN INTRODUCTION TO THE AEPS-3 AND RESULTS OF A FIELD TEST STUDY","year":2019,"lang":"en","type":"article","venue":"Education and new developments","topic":"Family and Disability Support Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Test (biology); Variety (cybernetics); Psychology; Medical education; Intervention (counseling); Social skills; Computer science; Developmental psychology; Medicine; Artificial intelligence; Pedagogy; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007380706,0.001780686,0.001182795,0.007025424,0.00153344,0.001607082,0.001874159,0.001430107,0.02665296],"category_scores_gemma":[0.007339959,0.001051218,0.001284017,0.003435323,0.001063699,0.001394299,0.002134209,0.002588786,0.01201654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001643274,"about_ca_system_score_gemma":0.002796752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008475328,"about_ca_topic_score_gemma":0.00776004,"domain_scores_codex":[0.9958984,0.001464954,0.0006610789,0.0004060779,0.001212277,0.0003572392],"domain_scores_gemma":[0.9953468,0.001548621,0.0001647406,0.0004609161,0.002004757,0.0004741786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0016388,0.02108287,0.10968,0.002043426,0.0000786719,0.002294366,0.006622571,0.001897074,0.01573275,0.005418619,0.1157958,0.717715],"study_design_scores_gemma":[0.0005719149,0.0117775,0.5440823,0.001942223,0.00009780272,0.00490974,0.009210253,0.001898071,0.01579354,0.00650785,0.4028797,0.0003290053],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4248455,0.008576294,0.07580634,0.004522283,0.002842702,0.1243258,0.09185292,0.004974185,0.262254],"genre_scores_gemma":[0.3473676,0.01174689,0.2270038,0.004043606,0.00107504,0.1489137,0.08194472,0.001498566,0.176406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02665296,"threshold_uncertainty_score":0.08916306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03950370858362374,"score_gpt":0.3957501325724745,"score_spread":0.3562464239888508,"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."}}