{"id":"W3127918230","doi":"10.29173/iasl7616","title":"Information Repositories and Learning Environments","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":"Information literacy; Computer science; Presentation (obstetrics); Quality (philosophy); Control (management); Learning community; World Wide Web; Collaborative learning; Informal learning; Knowledge management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007792233,0.0009265878,0.001080359,0.006769412,0.00509879,0.0413757,0.005222473,0.006726088,0.02593809],"category_scores_gemma":[0.02048114,0.001065503,0.0007798843,0.01333548,0.01024345,0.05277444,0.01850894,0.003823497,0.01419851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003688249,"about_ca_system_score_gemma":0.005051639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002616796,"about_ca_topic_score_gemma":0.002292615,"domain_scores_codex":[0.9830102,0.008352282,0.001620856,0.001572066,0.004226478,0.001218075],"domain_scores_gemma":[0.9851489,0.005790811,0.00149604,0.00398658,0.002104488,0.001473161],"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":[0.00001389714,0.00002873512,0.0002580027,0.0003082565,0.00001039192,0.0001707987,0.002560292,0.0006057378,0.0001491117,0.9179108,0.02045655,0.0575273],"study_design_scores_gemma":[0.00001202414,0.00001812172,0.0001741215,0.0004315308,0.00001123882,0.000393215,0.001756713,0.00062852,0.0002521235,0.1879147,0.8083761,0.00003158444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009158975,0.03526539,0.224573,0.0370602,0.002360327,0.000754364,0.001735243,0.006003575,0.6830888],"genre_scores_gemma":[0.2449034,0.04685496,0.2992722,0.01204991,0.004325314,0.0016723,0.004583187,0.002720248,0.3836185],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0413757,"threshold_uncertainty_score":0.08677155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0109409315517067,"score_gpt":0.2318750352536075,"score_spread":0.2209341037019008,"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."}}