{"id":"W3145794662","doi":"10.29173/iasl8084","title":"New Opportunities: Teacher Librarians Managing Learning Objects","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interoperability; Digital learning; Function (biology); Knowledge management; Computer science; Professional learning community; Architecture; Experiential learning; Multimedia; World Wide Web; Pedagogy; Sociology","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003175275,0.0002431202,0.0002443031,0.0001590872,0.0003691589,0.002055628,0.0009182278,0.0001098317,0.0009358674],"category_scores_gemma":[0.0002802483,0.0002592064,0.00007351325,0.0005842202,0.00004084328,0.003125666,0.0005716447,0.0006713408,0.0002327093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004501107,"about_ca_system_score_gemma":0.001092216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006811316,"about_ca_topic_score_gemma":0.000003762915,"domain_scores_codex":[0.9981265,0.0000456381,0.000288489,0.0006372122,0.0003795777,0.000522605],"domain_scores_gemma":[0.9986253,0.00004601912,0.0001632109,0.0001769901,0.0006120489,0.0003764214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001196817,0.0001134172,0.007524312,0.0001095952,0.00006277041,0.00006457412,0.5324254,0.00002590318,0.0005940154,0.2276453,0.02634513,0.2050776],"study_design_scores_gemma":[0.0004374731,0.0001911243,0.003057385,0.0002745725,0.00002323551,0.0001787098,0.7835433,0.01148992,0.002055367,0.008802735,0.1890516,0.0008945616],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.111027,0.0003643509,0.04121029,0.02757502,0.001043177,0.0002740853,0.000001607916,0.001572139,0.8169323],"genre_scores_gemma":[0.8810204,0.0001277598,0.01445436,0.000844365,0.0002415076,0.00001281946,0.000008162902,0.00002427107,0.1032664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7699933,"threshold_uncertainty_score":0.999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04450197245046688,"score_gpt":0.2628077931964891,"score_spread":0.2183058207460222,"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."}}