{"id":"W2488950609","doi":"10.4018/978-1-59140-144-5.ch015","title":"Cognitive Research in Information Systems Using the Repertory Grid Technique","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Repertory grid; Personal construct theory; Variety (cybernetics); Grid; Construct (python library); Computer science; Cognition; Information system; Management science; Knowledge management; Psychology; Data science; Artificial intelligence; Engineering; Social psychology; Mathematics","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":[0.002028326,0.000382586,0.0004581474,0.000433567,0.0002413808,0.0001393286,0.0006105912,0.001011417,0.0006066594],"category_scores_gemma":[0.0001186358,0.0002825725,0.0001588862,0.000129299,0.0009037963,0.0001048204,0.0003124524,0.00214718,0.001198234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003528804,"about_ca_system_score_gemma":0.0002932201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001757125,"about_ca_topic_score_gemma":0.00008670783,"domain_scores_codex":[0.9965343,0.0006650706,0.0006980699,0.0005596149,0.0007831641,0.0007597455],"domain_scores_gemma":[0.9975783,0.0004826722,0.0002377519,0.0006537987,0.0008931742,0.0001542862],"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":[0.0004807205,0.00002182403,0.0001062978,0.00007120211,0.0001203442,0.0002779552,0.0004999783,9.056319e-8,0.00001303423,0.9627017,0.001686065,0.03402074],"study_design_scores_gemma":[0.00311708,0.001539899,0.002061502,0.00657246,0.0001844669,0.002292244,0.004667262,0.00001086687,0.00009365106,0.6101539,0.3671599,0.002146807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006924585,0.001155613,0.0003083729,0.00002184736,0.0009523346,0.002735968,0.0003989752,0.00007365119,0.9936608],"genre_scores_gemma":[0.9343802,0.00003812317,0.00004758765,0.0005634243,0.0008532417,0.0007745873,0.00003779565,0.00007052437,0.06323455],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9336877,"threshold_uncertainty_score":0.9999626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2258570572319416,"score_gpt":0.4278780377265892,"score_spread":0.2020209804946475,"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."}}