{"id":"W1993961064","doi":"10.1002/meet.14504901055","title":"Web‐based education throughout the library &amp; information science curriculum: Diverse challenges, opportunities, and perspectives","year":2012,"lang":"en","type":"article","venue":"Proceedings of the American Society for Information Science and Technology","topic":"Information Society and Technology Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Variety (cybernetics); Curriculum; Modalities; Face (sociological concept); Work (physics); Computer science; World Wide Web; Mathematics education; Engineering ethics; Sociology; Psychology; Pedagogy; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.002500993,0.0001258662,0.0001552263,0.0004024917,0.002854324,0.000259854,0.0009207337,0.0001102729,0.000004132211],"category_scores_gemma":[0.0008683724,0.00008660439,0.00008199573,0.003783925,0.01741833,0.0186625,0.0003701384,0.0002050964,0.00000300181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001585987,"about_ca_system_score_gemma":0.001325023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005401179,"about_ca_topic_score_gemma":0.000001981075,"domain_scores_codex":[0.9983766,0.000005659516,0.0003111415,0.0001229863,0.0006948957,0.0004887171],"domain_scores_gemma":[0.9974714,0.00005291177,0.0007594517,0.00016384,0.001453025,0.00009935004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004204182,0.00002795957,0.004961458,0.00004000056,0.000009589256,6.572353e-10,0.06423115,1.816545e-7,0.00009161259,0.8068369,0.002720382,0.1210766],"study_design_scores_gemma":[0.0001616907,0.00003539045,0.002575832,0.00001542608,0.00001877783,0.00000354304,0.5297597,0.000171813,0.0003966979,0.001088228,0.4656591,0.0001137527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8432165,0.0007360895,0.00009309535,0.09871621,0.0003324869,0.001024558,0.00003769978,0.0004391989,0.05540414],"genre_scores_gemma":[0.9905505,0.003774447,0.003772194,0.001700065,0.00004146924,0.0001099283,0.000003599837,0.000003495953,0.00004434212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8057486,"threshold_uncertainty_score":0.9984438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04154400270094495,"score_gpt":0.3141888560827956,"score_spread":0.2726448533818506,"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."}}