{"id":"W4388945265","doi":"10.3390/humans3040023","title":"Systems Theory and Intercultural Communication: Methods for Heuristic Model Design","year":2023,"lang":"en","type":"article","venue":"Humans","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Epistemology; Field (mathematics); Heuristic; Context (archaeology); Intercultural communication; Semiotics; Computer science; Function (biology); Abstraction; Ambiguity; Set (abstract data type); Cognitive science; Object (grammar); Discipline; Sociology; Psychology; Artificial intelligence; Social science; Mathematics; Communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002144905,0.00005285047,0.0001116338,0.00002207906,0.001054607,0.00007997436,0.0001478712,0.00004202654,0.000007463498],"category_scores_gemma":[0.000445678,0.00004544023,0.00003263874,0.00009398506,0.0002986935,0.00005828106,0.00004326323,0.00004692196,0.000008083138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005433671,"about_ca_system_score_gemma":0.00002230099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003706719,"about_ca_topic_score_gemma":0.000264615,"domain_scores_codex":[0.9989765,0.000615682,0.00009531821,0.0000927551,0.00006829137,0.0001514729],"domain_scores_gemma":[0.9987507,0.001027894,0.0000312968,0.00009025474,0.00006378822,0.00003609194],"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":[0.000005045607,0.000004786775,0.000006503353,0.0000120806,0.00001830364,1.17169e-7,0.09631219,0.00016789,0.00001503948,0.8826604,0.01877801,0.00201964],"study_design_scores_gemma":[0.000368336,0.00005515175,0.0003010953,0.00006355628,0.0000697592,2.502856e-7,0.1046769,0.04486555,0.000007681951,0.647819,0.2014642,0.0003085292],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003468042,0.02073966,0.8959178,0.001400285,0.0007510323,0.001242314,0.00001622843,0.0004935753,0.07597107],"genre_scores_gemma":[0.9106827,0.003179602,0.02944349,0.0002056777,0.000339581,0.0004272274,0.00001312529,0.00002073149,0.05568786],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9072146,"threshold_uncertainty_score":0.8111291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2624588611504327,"score_gpt":0.4354722557588495,"score_spread":0.1730133946084168,"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."}}