{"id":"W1968653564","doi":"10.1017/s0140525x13001696","title":"Mapping collective behavior – beware of looping","year":2014,"lang":"en","type":"letter","venue":"Behavioral and Brain Sciences","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Engineering and Physical Sciences Research Council; Intelligence Advanced Research Projects Activity; National Natural Science Foundation of China; National Alliance for Research on Schizophrenia and Depression; McGill University; John Templeton Foundation; Agence Nationale de la Recherche; National Institutes of Health; National Science Foundation","keywords":"Dimension (graph theory); Reflection (computer programming); Object (grammar); Product (mathematics); Psychology; Degree (music); Computer science; Artificial intelligence; Mathematics; Physics; Combinatorics; Geometry","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":[0.005334128,0.0003965018,0.0004013193,0.0007239208,0.002316953,0.003131028,0.001513224,0.008945218,0.00306107],"category_scores_gemma":[0.03896525,0.000290074,0.0003801057,0.0005108899,0.0130726,0.008668607,0.004183454,0.009450019,0.002221882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002010397,"about_ca_system_score_gemma":0.000884118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001480873,"about_ca_topic_score_gemma":0.001491942,"domain_scores_codex":[0.996262,0.001742208,0.000143566,0.0006819735,0.0009216926,0.0002484568],"domain_scores_gemma":[0.9782875,0.01293867,0.001716595,0.004597387,0.001624722,0.0008350886],"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":[0.0001363661,0.00003920616,0.003000536,0.0001482282,0.00005378913,0.001544813,0.004577025,0.001479527,0.001757666,0.5660504,0.1906224,0.2305902],"study_design_scores_gemma":[0.00003399893,0.00003019591,0.0009119562,0.00009134284,0.000008654631,0.001103283,0.0008971581,0.002262802,0.0006527717,0.8559438,0.1380228,0.00004113612],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01017716,0.00333441,0.03887956,0.9179289,0.004290861,0.00003412027,0.00007346897,0.0003565528,0.02492498],"genre_scores_gemma":[0.6412926,0.004232868,0.02826777,0.2993191,0.01239902,0.0003006929,0.00009397898,0.0002322017,0.01386182],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008945218,"threshold_uncertainty_score":0.02820987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05618608449744757,"score_gpt":0.3295059708244293,"score_spread":0.2733198863269818,"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."}}