{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03737576,0.002950831,0.002717495,0.006484305,0.00184693,0.007049074,0.004910524,0.003910913,0.008293289],"category_scores_gemma":[0.09362607,0.001687083,0.004014811,0.005760353,0.008246406,0.006648217,0.005723082,0.007063702,0.001442072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003992138,"about_ca_system_score_gemma":0.00595605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003102602,"about_ca_topic_score_gemma":0.003144918,"domain_scores_codex":[0.9584782,0.03546777,0.001591345,0.001642104,0.002455063,0.0003655706],"domain_scores_gemma":[0.8753573,0.1091847,0.003356961,0.008249116,0.003182687,0.0006692447],"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":[0.00007772781,0.0001798623,0.001110485,0.000979453,0.0003268907,0.0001851587,0.00219467,0.08337121,0.0004239973,0.8287114,0.002664293,0.0797749],"study_design_scores_gemma":[0.00009320037,0.0000594645,0.0001420079,0.0003747471,0.00004754276,0.00006527604,0.0006526748,0.1375883,0.0003309992,0.8460813,0.01451779,0.00004657302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005552021,0.0002269573,0.9973136,0.0003063229,0.00003809999,0.0002173929,0.00005329088,0.00008392175,0.001205239],"genre_scores_gemma":[0.02299081,0.0003951558,0.9732642,0.0001286365,0.0000477791,0.002479813,0.0001533696,0.00008198676,0.0004582565],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03737576,"threshold_uncertainty_score":0.1976643,"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."}}