{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006280309,0.0005327166,0.0005020535,0.001406342,0.004047986,0.0004589935,0.001578056,0.0005689515,0.00263921],"category_scores_gemma":[0.0001183988,0.0006978485,0.0005738581,0.003594217,0.002179609,0.003676936,0.0005533454,0.0008182193,0.001997417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563427,"about_ca_system_score_gemma":0.004284433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002229445,"about_ca_topic_score_gemma":0.00002635948,"domain_scores_codex":[0.995067,0.0005418302,0.0004607061,0.00119166,0.001442636,0.001296161],"domain_scores_gemma":[0.9973622,0.0004360533,0.0002937368,0.0006629303,0.0002725623,0.000972497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00021557,0.0002295948,0.00655878,0.0001147458,0.0003766841,0.01096097,0.003891575,0.153274,0.0008639843,0.5713137,0.2508503,0.001350162],"study_design_scores_gemma":[0.001157715,0.0001397789,0.001591647,0.000138904,0.0002175571,0.0001756619,0.0317487,0.01040726,0.0001739346,0.001144127,0.9521248,0.0009799196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3892721,0.000137138,0.0005492821,0.009874887,0.002010074,0.0003945699,0.0001067081,0.001435013,0.5962202],"genre_scores_gemma":[0.6663402,0.0003178355,0.0007321346,0.0009254658,0.001178754,0.000008699575,0.0002591222,0.00005490064,0.3301829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7012745,"threshold_uncertainty_score":0.9995472,"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."}}