{"id":"W2605128906","doi":"10.1002/tl.20229","title":"Preparing Students for Success in Hybrid Learning Environments with Academic Resource Centers","year":2017,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Resource (disambiguation); Hybrid learning; Mathematics education; Best practice; Computer science; Higher education; Pedagogy; Psychology; Knowledge management; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002563334,0.0001470159,0.0001999971,0.0001437537,0.007717606,0.0003627022,0.0003192387,0.00009088204,0.000005003619],"category_scores_gemma":[0.00207771,0.0001486538,0.00006019338,0.00004362348,0.0001301277,0.0004952058,0.00008625743,0.001568745,0.000001461297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001312411,"about_ca_system_score_gemma":0.00007220473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002564436,"about_ca_topic_score_gemma":0.0009312085,"domain_scores_codex":[0.9982579,0.0004237342,0.0001991835,0.0004009378,0.0002617768,0.0004564389],"domain_scores_gemma":[0.998981,0.0004746054,0.0002585282,0.0001355626,0.0000113499,0.0001389655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001189406,0.00005079717,0.5688318,0.00002345982,0.00004491196,0.000001430876,0.01363684,0.005757625,0.0001273108,0.0002002227,0.0001702391,0.4110364],"study_design_scores_gemma":[0.0012825,0.0001583371,0.01935029,0.0002223109,0.0000390435,0.000002769852,0.01229197,0.001614539,0.0000320491,0.00004704091,0.9647382,0.0002209871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851446,0.0001503353,0.005846982,0.0007160381,0.000136847,0.0004678375,0.00000137213,0.0001286781,0.007407365],"genre_scores_gemma":[0.9694242,0.0001128021,0.002991745,0.00002052074,0.0003891219,0.00005499975,0.00001221173,0.00003390798,0.02696044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9645679,"threshold_uncertainty_score":0.9935742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721325132109976,"score_gpt":0.3494635629271609,"score_spread":0.3322503116060612,"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."}}