{"id":"W1541742618","doi":"10.29173/iasl7750","title":"Personal, portable, multifunction-devices and school libraries","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laptop; Mobile device; Multimedia; Computer science; Reading (process); Blended learning; Phone; Learning Management; Promotion (chess); Mobile phone; World Wide Web; Educational technology; Pedagogy; Psychology; Telecommunications","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":[0.0001845152,0.0001784598,0.0001752713,0.00009178286,0.0002458697,0.001427924,0.0003904311,0.00009694088,0.0003263723],"category_scores_gemma":[0.0004755736,0.0001768945,0.0000336008,0.0004437597,0.00009492105,0.003118527,0.000300438,0.000277714,0.0001163385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002518475,"about_ca_system_score_gemma":0.0004744123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003582452,"about_ca_topic_score_gemma":0.000005255262,"domain_scores_codex":[0.9985542,0.00001693025,0.0002135897,0.0006152546,0.0003031221,0.0002968922],"domain_scores_gemma":[0.9984543,0.00006536456,0.0001335456,0.0001445334,0.0009965521,0.0002056665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002956138,0.0003189133,0.5500045,0.0004743461,0.0001059238,0.00003296196,0.2678934,0.000005811567,0.00175549,0.06580887,0.04922975,0.06434043],"study_design_scores_gemma":[0.0009988117,0.0003963611,0.6065599,0.0004760009,0.000058721,0.0004883788,0.1526599,0.04534587,0.005318121,0.01671522,0.169432,0.00155063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694412,0.0008759788,0.01379301,0.007058952,0.0006175411,0.0002012161,0.000006699845,0.0004051715,0.007600184],"genre_scores_gemma":[0.9761584,0.00005180711,0.01764869,0.0008586692,0.0001642094,0.00004567296,0.000007671842,0.00001159501,0.00505331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1202023,"threshold_uncertainty_score":0.9996087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01705514139999467,"score_gpt":0.2430622967060012,"score_spread":0.2260071553060066,"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."}}