{"id":"W1613478063","doi":"","title":"Learning Communities for Engineering: The Next Two Years at NSAC","year":2009,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Department of Agriculture","funders":"","keywords":"Engineering education; Work (physics); Psychology; Mathematics education; Medical education; Pedagogy; Computer science; Engineering ethics; Engineering; Engineering management; Medicine","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":[0.0001342608,0.0001724452,0.0001378543,0.00006116703,0.0001252585,0.00006964416,0.0002458903,0.00004770139,0.00009173263],"category_scores_gemma":[0.00002178011,0.0001541248,0.00007788345,0.0001039374,0.00001898219,0.0001244777,0.00003795846,0.0003088112,0.00005306442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168403,"about_ca_system_score_gemma":0.000002975147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001198635,"about_ca_topic_score_gemma":0.000004814819,"domain_scores_codex":[0.9993164,0.00001223321,0.0001541656,0.00008177116,0.0001096994,0.000325755],"domain_scores_gemma":[0.9994956,0.0001859461,0.00001381029,0.0002386736,0.00001382256,0.00005216312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000358284,0.000005522858,0.00007536494,0.00001195562,0.0000243407,0.00000114378,0.001546294,0.9640279,0.02807967,0.001493932,0.0007279075,0.00400238],"study_design_scores_gemma":[0.0003858226,0.0001086657,0.001002284,0.00003031534,0.00001084103,0.00001573367,0.001012522,0.8239241,0.009807459,0.00002530467,0.1633607,0.0003162231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408765,0.001449825,0.039396,0.0001608792,0.0006579657,0.0004335735,0.000002799156,0.002992848,0.01402957],"genre_scores_gemma":[0.9928476,0.00003528983,0.005751764,0.00007413117,0.0001195487,0.00003708681,0.00001319366,0.00005964817,0.001061734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1626328,"threshold_uncertainty_score":0.6285028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569168323665609,"score_gpt":0.2298048109284285,"score_spread":0.2141131276917724,"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."}}