{"id":"W3108499649","doi":"10.6000/2292-2598.2020.08.04.8","title":"Ways to Enhance Students’ Learning Activities in the Context of Higher Education","year":2020,"lang":"en","type":"article","venue":"Journal of Intellectual Disability - Diagnosis and Treatment","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Curriculum; Mathematics education; Psychology; Cognition; Active learning (machine learning); Teaching method; Computer science; Pedagogy; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001763314,0.0004471893,0.0002533312,0.001173663,0.0005215543,0.00167783,0.0007799641,0.0006555579,0.003210434],"category_scores_gemma":[0.004299113,0.0001587989,0.0004437484,0.0005039292,0.0006135941,0.001484459,0.001672503,0.00062533,0.0006442972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003943137,"about_ca_system_score_gemma":0.0009017561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001894064,"about_ca_topic_score_gemma":0.0004830956,"domain_scores_codex":[0.998203,0.001041322,0.00006464155,0.0002030125,0.0003686269,0.0001193752],"domain_scores_gemma":[0.9971933,0.001824764,0.0002513867,0.0002698642,0.000193421,0.0002673446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002064897,0.003435859,0.006788736,0.001997113,0.00005792172,0.0001827535,0.01377142,0.0007905316,0.01619003,0.00801229,0.002790969,0.9457759],"study_design_scores_gemma":[0.001447494,0.01625292,0.190866,0.007092266,0.0009680892,0.005116327,0.05014692,0.01248624,0.08811171,0.05287377,0.5742419,0.0003964363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6592227,0.003391336,0.268179,0.003551186,0.0003206651,0.001625896,0.0001150829,0.00165851,0.0619356],"genre_scores_gemma":[0.719931,0.001648121,0.2700948,0.0002981712,0.00008839051,0.00118669,0.00008931753,0.0000676575,0.006595904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003210434,"threshold_uncertainty_score":0.01073992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08557623137239496,"score_gpt":0.3729278288217003,"score_spread":0.2873515974493053,"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."}}