{"id":"W4249261450","doi":"10.4018/978-1-60566-026-4.ch093","title":"Cognitive Research in Information Systems","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Cognition; Repertory grid; Construct (python library); Psychology; Interview; Context (archaeology); Social psychology; Focus (optics); Epistemology; Sociology; 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":[0.008137172,0.001520736,0.001952192,0.005606542,0.002515099,0.01033095,0.001546675,0.003972704,0.0126681],"category_scores_gemma":[0.01492351,0.0004927485,0.001029044,0.00926751,0.02074871,0.01101702,0.003844028,0.006290307,0.002508132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005626254,"about_ca_system_score_gemma":0.0053341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003604861,"about_ca_topic_score_gemma":0.001840108,"domain_scores_codex":[0.9909756,0.005433371,0.0006258326,0.0009923746,0.001668248,0.0003045963],"domain_scores_gemma":[0.9794221,0.01648286,0.0008017836,0.001684531,0.001135283,0.0004733815],"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":[0.00001483074,0.00002926104,0.0003772022,0.0007568856,0.0000434079,0.00009976283,0.003893108,0.0005497228,0.0001124269,0.9543991,0.01139743,0.02832694],"study_design_scores_gemma":[0.00001662402,0.0000380992,0.0007220837,0.0008646996,0.00001547857,0.0002235486,0.001244737,0.0005952514,0.00007709891,0.8323227,0.1638622,0.00001754197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008806418,0.3164808,0.1125776,0.05757484,0.007965147,0.0004317164,0.0008803142,0.000384583,0.4948986],"genre_scores_gemma":[0.5069959,0.3066607,0.1032294,0.01768385,0.01340355,0.002476219,0.00116502,0.000370116,0.04801521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0126681,"threshold_uncertainty_score":0.04303396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145415580104306,"score_gpt":0.4281184678915277,"score_spread":0.2827028877872217,"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."}}