{"id":"W6921211612","doi":"10.6084/m9.figshare.13120674","title":"Additional file 1 of Recommender systems to support learners’ Agency in a Learning Context: a systematic review","year":2020,"lang":"en","type":"article","venue":"Open MIND","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Agency (philosophy); Recommender system; Key (lock); Feature (linguistics)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006212984,0.000147388,0.00064442,0.00007427943,0.00006079524,0.0001724737,0.001005838,0.00004182145,0.2276996],"category_scores_gemma":[0.001817111,0.0001325611,0.00008202906,0.0004644846,0.000009410013,0.0003208138,0.0003875564,0.0002303917,0.002820522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005510429,"about_ca_system_score_gemma":0.0001452633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000480084,"about_ca_topic_score_gemma":0.000007518391,"domain_scores_codex":[0.9979545,0.0003884358,0.000723397,0.0004114453,0.0002926775,0.0002295161],"domain_scores_gemma":[0.9984714,0.0006372397,0.0003833133,0.0002614871,0.0001115565,0.0001350181],"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":[0.000007932648,0.00005798699,0.0000201112,0.02644722,0.00006809695,0.00007618494,0.008228145,0.0006822409,0.00004369883,0.001169852,0.9556302,0.007568277],"study_design_scores_gemma":[0.0001063025,0.0002851588,0.00001080481,0.09103627,0.00001176637,0.00001964194,0.001304408,0.003520098,0.00002221942,0.000002103117,0.9034634,0.0002178724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001514239,0.01556013,0.2702851,0.01889836,0.00368133,0.05871956,0.1478783,0.0002988693,0.4831641],"genre_scores_gemma":[0.2971669,0.0003147404,0.1369792,0.01046308,0.001062136,0.01210965,0.01960925,0.0003056843,0.5219893],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2956527,"threshold_uncertainty_score":0.9979559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08468688354076326,"score_gpt":0.3015237291916796,"score_spread":0.2168368456509164,"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."}}