{"id":"W7116981163","doi":"10.1109/tac.2025.3647570","title":"Identifiability of the Linear Threshold Model","year":2025,"lang":"","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Brock University","funders":"","keywords":"Identifiability; Threshold model; Action (physics); Asynchronous communication; Population; Estimation theory; Control theory (sociology); Binary number","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009321574,0.0003693577,0.0013321,0.0004676889,0.0004998359,0.0001066874,0.0007078836,0.0002283251,0.001955147],"category_scores_gemma":[0.00004142218,0.0003435496,0.001424069,0.001214101,0.0002675987,0.0001778235,0.000006614698,0.0003302406,0.0001422422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002389863,"about_ca_system_score_gemma":0.0001845949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00053448,"about_ca_topic_score_gemma":0.0002885772,"domain_scores_codex":[0.9964334,0.00008580933,0.002270838,0.0006547057,0.0001475902,0.0004075984],"domain_scores_gemma":[0.9969043,0.0002776164,0.0008111008,0.001778326,0.0001433414,0.0000852805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001162844,0.001511648,0.001297102,0.001061242,0.002964244,8.901201e-7,0.0008393575,0.9460155,0.0002247595,0.03207551,0.0004553456,0.01343812],"study_design_scores_gemma":[0.001616833,0.00005115998,0.001490392,0.0002153193,0.0004472099,7.998134e-7,0.0001119501,0.9856571,0.0003947254,0.009290293,0.0004688186,0.0002554304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08977375,0.0008965516,0.8976271,0.002093987,0.002289355,0.001211847,0.0009518853,0.00005801286,0.005097486],"genre_scores_gemma":[0.9852566,0.00005934021,0.0002076551,0.0002696248,0.00002679034,0.0001029049,7.797177e-7,0.00002609251,0.0140502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8974195,"threshold_uncertainty_score":0.9999017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01871585058924457,"score_gpt":0.2296619417545239,"score_spread":0.2109460911652793,"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."}}