{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008466053,0.00210496,0.005748851,0.01172442,0.0009425966,0.002990735,0.002084141,0.002786165,0.6646091],"category_scores_gemma":[0.09628774,0.001755506,0.006584321,0.01296976,0.0007920064,0.00469042,0.002306156,0.001993689,0.02210438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003897032,"about_ca_system_score_gemma":0.01022861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01036293,"about_ca_topic_score_gemma":0.03288421,"domain_scores_codex":[0.99493,0.001267388,0.002271835,0.0006029846,0.0006428112,0.0002849539],"domain_scores_gemma":[0.9060919,0.07538276,0.01154984,0.001316359,0.004890717,0.0007684271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001391249,0.0001181587,0.001228478,0.8570549,0.002242527,0.00007081083,0.0002985151,0.000230409,0.0001502498,0.0008759216,0.1210831,0.01525573],"study_design_scores_gemma":[0.05779927,0.00171561,0.02666947,0.6149598,0.03863391,0.0006741163,0.001721539,0.001203241,0.000734784,0.005723445,0.2496459,0.0005189839],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"dataset","genre_gemma":"review","genre_scores_codex":[0.001803456,0.01210465,0.001117119,0.0009198205,0.000303972,0.007943373,0.9740346,0.0003113001,0.001461727],"genre_scores_gemma":[0.07988798,0.04994353,0.04687787,0.01187333,0.0009040298,0.2700764,0.4999563,0.001114213,0.03936644],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6646091,"threshold_uncertainty_score":0.4783944,"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."}}