{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004076238,0.0000500458,0.00006504925,0.0000575067,0.00004603773,0.00002049998,0.00007748441,0.00002724029,0.0004095126],"category_scores_gemma":[0.00021993,0.00003704795,0.000005060982,0.0001394536,0.00001373092,0.00005666696,0.00002819712,0.00006024564,0.00009335952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001092156,"about_ca_system_score_gemma":0.0001527758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006714973,"about_ca_topic_score_gemma":0.0001815332,"domain_scores_codex":[0.9993557,0.0000538648,0.0001701158,0.0002297052,0.0001007915,0.00008984451],"domain_scores_gemma":[0.9994798,0.0001069019,0.00003115463,0.0002490843,0.00004630231,0.00008678599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001411237,0.0008390062,0.7381744,0.000006591459,0.00001280904,8.490468e-8,0.02886526,1.276739e-7,0.0003074112,0.0001482899,0.117111,0.1143939],"study_design_scores_gemma":[0.0004068536,0.0003750058,0.9191464,0.000003373103,0.00000269144,0.000002391927,0.0273104,4.899385e-7,0.0002143856,0.0000551887,0.05243725,0.00004559342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849709,0.00002555689,0.000005290315,0.009665936,0.0006793303,0.0004557259,0.000001576021,0.000006640261,0.004189044],"genre_scores_gemma":[0.9846647,0.00000230783,0.0002387452,0.0004979098,0.0001463712,0.0000229205,0.00001050635,0.000003209486,0.01441335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.180972,"threshold_uncertainty_score":0.4483876,"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."}}