{"id":"W4402643247","doi":"10.1007/s11036-024-02430-9","title":"Multi-Objective Recommendation for Massive Remote Teaching Resources","year":2024,"lang":"en","type":"article","venue":"Mobile Networks and Applications","topic":"AI and Multimedia in Education","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University","funders":"","keywords":"Computer science; Multimedia; Data science; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0002317545,0.00008748644,0.00007502628,0.00005884398,0.0003270647,0.0002077661,0.0001634178,0.00005827766,0.000004236733],"category_scores_gemma":[0.0000131393,0.00008021112,0.00003636677,0.0001650246,0.00002699598,0.000263398,0.00005961743,0.0001425191,0.000007330351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003776326,"about_ca_system_score_gemma":0.00002223497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002366369,"about_ca_topic_score_gemma":0.000006812896,"domain_scores_codex":[0.9992875,0.00002824477,0.0001374323,0.0003556306,0.00004326494,0.000147909],"domain_scores_gemma":[0.9993265,0.0003358878,0.00004404243,0.0001927269,0.00004309044,0.00005773599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001228672,0.00003471399,0.00001358638,0.00001528561,0.00001266082,9.150971e-8,0.0008165512,0.004540967,0.0001046717,0.0102496,0.002153665,0.982057],"study_design_scores_gemma":[0.00006487218,0.00002252901,0.0001203997,0.00001648851,0.000007710592,0.000001611334,0.0001453367,0.6576355,0.00002674465,0.0009358031,0.3409511,0.00007184435],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005227335,0.0006665448,0.9957682,0.001058888,0.0003144895,0.000970168,0.000007583068,0.0001952261,0.0004961196],"genre_scores_gemma":[0.7336634,0.0005120412,0.2581576,0.0003825383,0.001739678,0.00436078,0.0001561245,0.0000323081,0.0009954919],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9819852,"threshold_uncertainty_score":0.3270915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302865656707569,"score_gpt":0.2982140943567327,"score_spread":0.285185437789657,"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."}}