{"id":"W6992488105","doi":"","title":"Library &amp; Information Science Education in the United States and Canada: Issues &amp; Trends in the 21st Century","year":2011,"lang":"en","type":"other","venue":"DigitalCommons - WayneState (Wayne State University)","topic":"Laser Applications in Dentistry and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Accreditation; Variety (cybernetics); Information science; Adaptation (eye); Field (mathematics); Process (computing); Information system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002672249,0.0003172126,0.0003156021,0.002557426,0.0001555983,0.000141287,0.000727912,0.0001040762,0.0001952445],"category_scores_gemma":[0.0000451713,0.0002245188,0.00004154295,0.003270235,0.0006372836,0.0009472262,0.0001512147,0.0004715672,0.00002511323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002031838,"about_ca_system_score_gemma":0.001529953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2761693,"about_ca_topic_score_gemma":0.3750349,"domain_scores_codex":[0.9983621,0.000110457,0.0003237747,0.0003286479,0.0004746529,0.0004003544],"domain_scores_gemma":[0.9986304,0.0001091225,0.0002394959,0.0007873615,0.00007986834,0.0001537748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002220572,0.0007975516,0.01960448,0.0005039641,0.00009302812,0.0002095782,0.01159976,0.00001564559,0.000004648662,0.02352072,0.8828138,0.06061482],"study_design_scores_gemma":[0.0006564283,0.00003918072,0.01541235,0.0002587067,0.0000615853,0.00006685249,0.010928,0.000004035109,0.000005108889,0.0000902231,0.9722499,0.000227695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09906894,0.0003724559,0.00001455295,0.002381719,0.0001933343,0.0007806516,0.0005469228,0.00009492321,0.8965465],"genre_scores_gemma":[0.1006089,0.04179223,0.0005963774,0.004260773,0.0002133589,0.0000395254,0.03583956,0.0002396458,0.8164096],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0988656,"threshold_uncertainty_score":0.9155609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445409502972055,"score_gpt":0.241290855191408,"score_spread":0.2268367601616875,"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."}}