{"id":"W7111779210","doi":"","title":"UPM Library Guide 2023/2024","year":2023,"lang":"en","type":"article","venue":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Block (permutation group theory); Square (algebra); Data collection; Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003375494,0.00135277,0.001292232,0.009123481,0.002380328,0.00815432,0.003228594,0.003744182,0.6768667],"category_scores_gemma":[0.01305554,0.00172882,0.00113966,0.009475015,0.0007198451,0.00638547,0.004072847,0.002328837,0.7633067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002372379,"about_ca_system_score_gemma":0.009624062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01725677,"about_ca_topic_score_gemma":0.0397018,"domain_scores_codex":[0.9969839,0.0004130515,0.0002529221,0.0001594486,0.001877858,0.0003128665],"domain_scores_gemma":[0.9912716,0.00124307,0.0003734371,0.001096774,0.004936723,0.001078446],"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":[0.00003784832,0.00004403553,0.0000875134,0.000194497,0.000002269161,0.00002316423,0.00004829917,0.00007026985,0.0001479245,0.001242987,0.9226913,0.07540981],"study_design_scores_gemma":[0.000008196567,0.00001157123,0.000332489,0.0001148346,0.000002572082,0.00003168019,0.00004638789,0.0000582107,0.0001487926,0.0005898085,0.9986445,0.00001096492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004874248,0.001169728,0.004529546,0.00193734,0.0006161152,0.0004458812,0.04016843,0.01934908,0.9312965],"genre_scores_gemma":[0.0009135896,0.0009375327,0.004933896,0.0008717897,0.0001053629,0.0002858171,0.02184454,0.003140039,0.9669673],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6768667,"threshold_uncertainty_score":0.4609104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611523713381554,"score_gpt":0.2492497922199138,"score_spread":0.2331345550860983,"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."}}