{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0168987,0.0006268432,0.001296942,0.001327947,0.01786908,0.01003542,0.002670568,0.003304095,0.009848573],"category_scores_gemma":[0.006851862,0.0006199923,0.0008816238,0.0009589416,0.003613351,0.004510105,0.009907779,0.007139922,0.002588581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006039968,"about_ca_system_score_gemma":0.01493112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01183545,"about_ca_topic_score_gemma":0.04458392,"domain_scores_codex":[0.9928718,0.001659315,0.0001839686,0.0006587697,0.001466102,0.003160093],"domain_scores_gemma":[0.9606159,0.0009579348,0.0007418905,0.0007173019,0.002806554,0.03416045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002033998,0.1042225,0.09932643,0.0008667766,0.00010876,0.002672826,0.3079304,0.0005795417,0.00985917,0.008870065,0.06550781,0.3980218],"study_design_scores_gemma":[0.0006711019,0.02638507,0.1967269,0.000786325,0.0001116821,0.001370157,0.3490462,0.0009866643,0.006569095,0.004890017,0.4120815,0.0003752769],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663471,0.001590917,0.0008629334,0.01421345,0.001188623,0.0009254446,0.0001668173,0.0001097816,0.01459497],"genre_scores_gemma":[0.9466401,0.00107838,0.00288006,0.005975556,0.0002748255,0.0007866166,0.000344929,0.00006115611,0.04195837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01786908,"threshold_uncertainty_score":0.08936995,"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."}}