{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002934825,0.001127497,0.0009595334,0.001767692,0.0009664656,0.001746238,0.002585442,0.001956526,0.01351256],"category_scores_gemma":[0.01602093,0.0005916822,0.001677623,0.001726558,0.002358594,0.005056742,0.002614821,0.003714484,0.0008908673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002579639,"about_ca_system_score_gemma":0.002778843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004922441,"about_ca_topic_score_gemma":0.005971812,"domain_scores_codex":[0.9982553,0.0007034707,0.00006069327,0.0003876688,0.0003555159,0.0002373687],"domain_scores_gemma":[0.9845334,0.0127895,0.0005739367,0.0008575062,0.0008985774,0.000347029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009785731,0.0002419646,0.003054424,0.000527092,0.00008697453,0.0001152819,0.0003645766,0.4373382,0.0008489857,0.4377043,0.007848014,0.1117723],"study_design_scores_gemma":[0.00002522461,0.00007014827,0.00040379,0.00005721738,0.00002009376,0.00004263323,0.0001016428,0.6151839,0.000400981,0.3800931,0.003587658,0.00001358536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02076425,0.0006623843,0.9628996,0.002603089,0.00008415804,0.0001193837,0.0001653665,0.0002366796,0.01246503],"genre_scores_gemma":[0.4784247,0.001917864,0.4989314,0.0007320681,0.0005286338,0.000654647,0.0007100233,0.0002758248,0.0178249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01351256,"threshold_uncertainty_score":0.04520398,"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."}}