{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001090781,0.0003897568,0.0005451678,0.0005867646,0.0001244527,0.0001975231,0.0004367657,0.001036932,0.0007902661],"category_scores_gemma":[0.00009910334,0.0003679094,0.0001473787,0.0001295439,0.0004210499,0.0001039529,0.0001482753,0.001807896,0.008673734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003191817,"about_ca_system_score_gemma":0.0002108308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004391515,"about_ca_topic_score_gemma":0.00007909384,"domain_scores_codex":[0.9965087,0.0003559734,0.000689461,0.0005891637,0.0009876859,0.0008690773],"domain_scores_gemma":[0.9978785,0.000438392,0.0001674605,0.0004396111,0.0008362287,0.0002397953],"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":[0.0003655138,0.00001990226,0.00005823824,0.00002993819,0.00006227438,0.0003217219,0.0001489163,7.25208e-8,5.987113e-7,0.7442281,0.00288428,0.2518805],"study_design_scores_gemma":[0.003230041,0.001349393,0.00504187,0.002033049,0.00005027579,0.0003418449,0.001253925,0.000003169874,0.000003006107,0.6246079,0.3610468,0.001038766],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008291597,0.001135025,0.00001983775,0.00006537991,0.0006209432,0.001488075,0.0004699967,0.00008010147,0.9952915],"genre_scores_gemma":[0.7621517,0.00001697821,0.00000885401,0.0005548846,0.0003650954,0.0001217211,0.00005413085,0.0000266953,0.2367],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7613225,"threshold_uncertainty_score":0.9998773,"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."}}