{"id":"W4234042148","doi":"10.1111/tops.12556","title":"Introduction to <i>topiCS</i> Volume 13, Issue 3","year":2021,"lang":"en","type":"article","venue":"Topics in Cognitive Science","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Cognitive science; Gray (unit); Psychology; Mathematics education; Artificial intelligence; Computer science","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":[0.002790937,0.001480823,0.001518708,0.004363902,0.002644584,0.01420465,0.002256506,0.003345448,0.1904744],"category_scores_gemma":[0.009134943,0.0005826942,0.001513663,0.004747837,0.001995391,0.006128648,0.003458905,0.006873833,0.1280669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002858249,"about_ca_system_score_gemma":0.003564512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001384499,"about_ca_topic_score_gemma":0.003030421,"domain_scores_codex":[0.9969659,0.0004764602,0.0002426378,0.0004425165,0.001599595,0.0002727798],"domain_scores_gemma":[0.9881093,0.003008101,0.0006562697,0.0009373174,0.00422761,0.003061374],"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":[0.00001213151,0.00001599064,0.00008837188,0.000148196,0.000003331839,0.00001569152,0.00002922921,0.00002132626,0.0001994576,0.001657684,0.9771538,0.02065483],"study_design_scores_gemma":[0.00000264617,0.0000120977,0.0002518413,0.0001755519,0.00000273362,0.00004221337,0.00004423535,0.00003004974,0.00004960076,0.0007980064,0.9985852,0.000005718403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0006075589,0.03967031,0.004958934,0.1012147,0.6666761,0.000216003,0.001244452,0.001103539,0.1843083],"genre_scores_gemma":[0.005035964,0.03427134,0.003574378,0.04874928,0.5216466,0.0003678906,0.00220066,0.002094108,0.3820598],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1904744,"threshold_uncertainty_score":0.6372004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461032571605662,"score_gpt":0.2927650475485372,"score_spread":0.2681547218324805,"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."}}