{"id":"W3133298577","doi":"10.71781/10532","title":"The multilevel critical node problem : theoretical intractability and a curriculum learning approach","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université de Montréal","keywords":"Curriculum; Computer science; Node (physics); Mathematics education; Theoretical computer science; Sociology; Mathematics; Engineering; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00111813,0.0001632387,0.0002189201,0.00002055325,0.001178537,0.0007962579,0.0005562198,0.0002402789,0.0005333181],"category_scores_gemma":[0.002045048,0.0001145847,0.00005133605,0.0001279251,0.0006861903,0.0001604941,0.0001124983,0.0005712825,0.00009495956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000447353,"about_ca_system_score_gemma":0.0005794143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003953518,"about_ca_topic_score_gemma":0.0003974121,"domain_scores_codex":[0.9982456,0.0004111802,0.0002460837,0.0003968203,0.0003795083,0.0003208123],"domain_scores_gemma":[0.9988694,0.0006412792,0.0000838472,0.00009384337,0.0001236046,0.0001880893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001157891,0.0001404743,0.001710315,0.00007662417,0.00004831492,0.000005616359,0.1054493,0.000001066544,0.00001574826,0.5785301,0.001103611,0.312803],"study_design_scores_gemma":[0.0003226513,0.00005161601,0.006866872,0.0001549437,0.00008607192,0.000002894762,0.0564432,0.001285797,0.00004322902,0.02605186,0.9080577,0.0006331106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09394309,0.0001554653,0.00004010524,0.008189048,0.0002384423,0.001091137,0.000006579915,0.000006366266,0.8963298],"genre_scores_gemma":[0.9747868,0.0002644509,0.01077519,0.00006574026,0.0003759836,0.0001324494,0.0002283701,0.00002442307,0.01334666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9069542,"threshold_uncertainty_score":0.9064476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03775276669198677,"score_gpt":0.3821498746214912,"score_spread":0.3443971079295045,"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."}}