{"id":"W2724944861","doi":"10.18260/1-2--12853","title":"Linkages Of Undergraduate Students With Industry: The Mmo Connections Program At The University Of Toronto","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Relevance (law); Session (web analytics); Curriculum; Engineering education; Vocational education; Engineering; Engineering management; Medical education; Sociology; Pedagogy; Computer science; Political science; Medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002401076,0.0006946592,0.0003439793,0.001420248,0.00947665,0.003943016,0.001758569,0.00197957,0.0353601],"category_scores_gemma":[0.003676046,0.0008327287,0.0003212708,0.001836089,0.002475173,0.001138116,0.007668769,0.002385566,0.00591554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02283362,"about_ca_system_score_gemma":0.05291922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2949995,"about_ca_topic_score_gemma":0.7042196,"domain_scores_codex":[0.9964941,0.0003612225,0.00006496751,0.000383981,0.001426842,0.00126891],"domain_scores_gemma":[0.9687743,0.0003167135,0.0007016431,0.0003681542,0.00285045,0.02698872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003022163,0.001080406,0.06727803,0.0001928382,0.00001444226,0.001427989,0.05648681,0.0002273176,0.004527434,0.002121026,0.7442928,0.1220487],"study_design_scores_gemma":[0.00005517928,0.0005874044,0.2796517,0.0001112859,0.000009771092,0.000230733,0.0594852,0.0001900868,0.001190246,0.0003808296,0.6580482,0.00005934637],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7340839,0.001548928,0.0009821544,0.07038932,0.002761987,0.0009272195,0.004461994,0.0007773471,0.1840671],"genre_scores_gemma":[0.7007941,0.001096273,0.001571101,0.004829156,0.000925348,0.0006058735,0.002524973,0.0003336205,0.2873194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7050005,"threshold_uncertainty_score":0.5865647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009500572902871278,"score_gpt":0.2199155375910685,"score_spread":0.2104149646881973,"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."}}