{"id":"W4223999900","doi":"10.22215/etd/2022-14827","title":"Essays on Social Interactions and Network Economics","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Bipartite graph; Neighbourhood (mathematics); Social network (sociolinguistics); Cardinality (data modeling); Production (economics); Stability (learning theory); Computer science; Economics; Microeconomics; Mathematics; Graph; Social media; Theoretical computer science","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":[0.001066913,0.0004585524,0.0004054603,0.001465044,0.001371472,0.002238377,0.0004500862,0.001530132,0.01272443],"category_scores_gemma":[0.004134231,0.0002067495,0.0004076145,0.001836203,0.002592009,0.003124204,0.0008852485,0.001987871,0.002250642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599992,"about_ca_system_score_gemma":0.0009150726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001553585,"about_ca_topic_score_gemma":0.001255455,"domain_scores_codex":[0.9995313,0.0001971226,0.0000192297,0.00006538975,0.0001438724,0.00004327873],"domain_scores_gemma":[0.9962245,0.002982187,0.0001618053,0.0001105618,0.0003058816,0.0002150148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001810513,0.00004470901,0.0006051996,0.0002378758,0.00001966068,0.00007405358,0.001137983,0.001417753,0.0001181183,0.7583171,0.2046299,0.03337953],"study_design_scores_gemma":[0.000009675852,0.0000166792,0.001928424,0.0006366886,0.00000923462,0.00008165312,0.0007757919,0.000915153,0.00007185851,0.4188572,0.5766863,0.00001142262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01714411,0.1678066,0.01917978,0.2711039,0.02165493,0.00005926331,0.0006051485,0.0000846744,0.5023616],"genre_scores_gemma":[0.2934686,0.2704239,0.00739883,0.02205716,0.0365683,0.0002327801,0.0007124195,0.0001523914,0.3689856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01272443,"threshold_uncertainty_score":0.04256743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03138610678776173,"score_gpt":0.2484170725337093,"score_spread":0.2170309657459475,"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."}}