{"id":"W2892751877","doi":"10.4018/978-1-61520-611-7.ch071","title":"Using the Internet to Study Human Universals","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Consumption (sociology); Problem of universals; Sociology; Nexus (standard); Imitation; Epistemology; Psychology; Social psychology; Social science; 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":[0.001380727,0.000276155,0.0002993557,0.00283191,0.001111337,0.003845341,0.0003989468,0.001171383,0.004473677],"category_scores_gemma":[0.00329794,0.0002004839,0.0002476205,0.003087788,0.005887135,0.008346369,0.002365589,0.001676283,0.0004074391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161863,"about_ca_system_score_gemma":0.000464111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002291264,"about_ca_topic_score_gemma":0.002280516,"domain_scores_codex":[0.9990517,0.0006202989,0.0000246769,0.0001533641,0.000100478,0.00004935722],"domain_scores_gemma":[0.9970407,0.002280272,0.0002257493,0.0002695724,0.00007851232,0.0001051407],"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":[0.00003249264,0.00009577241,0.01832728,0.0003796355,0.00005670768,0.0002923054,0.02142386,0.001267211,0.0008266045,0.8578749,0.003484634,0.09593862],"study_design_scores_gemma":[0.00001300775,0.00008052353,0.02801225,0.0005820183,0.00003485886,0.0004929062,0.01927618,0.003911177,0.0004989277,0.816722,0.1303353,0.00004090721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.4043237,0.04127949,0.115577,0.02288765,0.0003331948,0.0001997271,0.001373863,0.0002430525,0.4137822],"genre_scores_gemma":[0.9443945,0.01722568,0.02726164,0.001773634,0.0003048941,0.0003467088,0.0003156732,0.0000760193,0.008301233],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004473677,"threshold_uncertainty_score":0.01496595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07125329015873753,"score_gpt":0.3012491570363234,"score_spread":0.2299958668775859,"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."}}