{"id":"W2277753039","doi":"","title":"Teaching Labs in a Distance Education Environment: Athabasca University Experience with Databases","year":2006,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Database; Higher education; Mathematics education; Computer science; World Wide Web; Psychology; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.00004146561,0.000154904,0.0001280036,0.0004287144,0.00006389724,0.00001238046,0.0001561468,0.00004957605,0.00009526426],"category_scores_gemma":[0.00002730892,0.0001661433,0.000008260011,0.0002911039,0.0001775186,0.0001619309,0.00003356833,0.0003590595,0.00001481248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001692327,"about_ca_system_score_gemma":0.0000781435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001074585,"about_ca_topic_score_gemma":0.000479701,"domain_scores_codex":[0.9992741,0.00001511486,0.0001211569,0.0002549862,0.0001273023,0.0002073527],"domain_scores_gemma":[0.9995906,0.0001204298,0.0000301342,0.000192351,0.0000143809,0.00005212292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001408183,0.000252388,0.1015744,0.00004422479,0.00001025573,0.00001112349,0.00121268,0.0007828478,0.007210855,0.8860157,0.0003529194,0.002518458],"study_design_scores_gemma":[0.004475835,0.000448632,0.5366129,0.003533615,0.00009416419,0.0002265149,0.01019109,0.02517982,0.06177801,0.2306603,0.1217381,0.005060977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574947,0.001418577,0.002342378,0.0246124,0.0008608745,0.0003392836,0.000032152,0.0004655475,0.01243412],"genre_scores_gemma":[0.9949995,0.00007258545,0.004063177,0.00001362,0.0001063748,0.00005429217,0.00007282519,0.00001721536,0.0006004592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6553554,"threshold_uncertainty_score":0.6775128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007895410916433003,"score_gpt":0.2050689241352225,"score_spread":0.1971735132187895,"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."}}