{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002650074,0.0002221257,0.0003085832,0.00009347797,0.0005970213,0.001430777,0.0004978541,0.0002268186,0.0004047655],"category_scores_gemma":[0.0002811484,0.0002217345,0.00009400173,0.0004302286,0.0001991515,0.004095048,0.0001438122,0.00031199,0.00002012706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003965487,"about_ca_system_score_gemma":0.001588728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007621858,"about_ca_topic_score_gemma":0.000006911283,"domain_scores_codex":[0.9980618,0.00006059411,0.0003155619,0.0005840567,0.0004046869,0.0005732365],"domain_scores_gemma":[0.9987567,0.00004944291,0.0001415903,0.0001176589,0.0004921156,0.0004424585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003150586,0.003393541,0.03354606,0.0006781765,0.0001585166,0.00003493619,0.5081165,0.000032991,0.002701697,0.4041665,0.03563599,0.01122011],"study_design_scores_gemma":[0.0003994069,0.0002124299,0.000254734,0.00008023637,0.00001585677,0.000009086131,0.7726608,0.001948882,0.001145565,0.0008017276,0.2221083,0.0003629662],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587426,0.001061551,0.0004399511,0.002676141,0.0003474342,0.0006753955,0.0001791164,0.0005860748,0.03529177],"genre_scores_gemma":[0.9672242,0.00008669681,0.01881603,0.000317694,0.001746335,0.0001192491,0.0002703067,0.00004368789,0.01137573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4033647,"threshold_uncertainty_score":0.9996058,"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."}}