{"id":"W3139899015","doi":"10.29173/iasl8077","title":"Online Library Systems for Malaysian School Libraries: An Experimental Approach","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Interface (matter); World Wide Web; School library; Test (biology); Graphical user interface; Library classification; User Friendly; Multimedia; Programming language; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00490826,0.000695592,0.0006887174,0.001233147,0.001233589,0.001449252,0.001100788,0.00106116,0.005965767],"category_scores_gemma":[0.008337391,0.0006504311,0.0007211036,0.0006752438,0.001266908,0.00207718,0.001377463,0.001076749,0.0007215703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00168041,"about_ca_system_score_gemma":0.001544262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809691,"about_ca_topic_score_gemma":0.002299851,"domain_scores_codex":[0.9963788,0.001936482,0.0003902301,0.0003355696,0.0005347968,0.0004240661],"domain_scores_gemma":[0.9922239,0.00460973,0.0006617219,0.0009403305,0.0009372927,0.0006271343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01239415,0.5259472,0.03603685,0.004856799,0.0002910098,0.0009613744,0.05678618,0.009849494,0.1126512,0.007479687,0.00212158,0.2306245],"study_design_scores_gemma":[0.01199866,0.5248238,0.1206548,0.0004782513,0.0008456537,0.0007364262,0.03724967,0.01960141,0.2326419,0.003467273,0.04696405,0.0005380572],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931538,0.00003145824,0.001956836,0.00003224147,0.00001033908,0.00303945,0.00007961643,0.00004867147,0.001647577],"genre_scores_gemma":[0.9557538,0.0002150792,0.02886782,0.00009658584,0.00002960033,0.009534813,0.0003216714,0.00003521484,0.005145437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005965767,"threshold_uncertainty_score":0.0259577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04148332320372473,"score_gpt":0.314281538620216,"score_spread":0.2727982154164912,"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."}}