{"id":"W4246471880","doi":"10.32920/ryerson.14640162.v1","title":"Cognitive mapping links human factors to corporate strategies","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Workplace Safety and Insurance Board","keywords":"Tacit knowledge; Cognition; Cognitive map; Knowledge management; Quality (philosophy); Process management; Business; Computer science; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001964211,0.0008482472,0.0002463049,0.004724482,0.00109319,0.005675865,0.0005546223,0.0009922397,0.004415776],"category_scores_gemma":[0.01880715,0.0003983932,0.0004947971,0.003247956,0.00387781,0.0054263,0.002499704,0.0009081872,0.0003569004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00154674,"about_ca_system_score_gemma":0.001376507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007356105,"about_ca_topic_score_gemma":0.003830456,"domain_scores_codex":[0.9984282,0.0008640209,0.0000630711,0.0002617113,0.000242156,0.0001407437],"domain_scores_gemma":[0.9889142,0.008621152,0.0008471752,0.0006767798,0.0006811537,0.0002596358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001610607,0.0003151891,0.06218528,0.0009665687,0.0003188609,0.0009084733,0.05405061,0.0327965,0.004038641,0.3547679,0.00350591,0.485985],"study_design_scores_gemma":[0.0000303347,0.0002195111,0.07338767,0.0004315122,0.0001031099,0.0004378233,0.03973936,0.03579231,0.002704422,0.8225894,0.02442035,0.0001440858],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5631372,0.002634375,0.2507584,0.004979923,0.0001245883,0.0001718784,0.0002336945,0.0003000963,0.1776598],"genre_scores_gemma":[0.9820081,0.0006440846,0.01605098,0.00008691168,0.00001655739,0.0000437602,0.00006024808,0.00002152832,0.001067826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007356105,"threshold_uncertainty_score":0.01477224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1361179798742027,"score_gpt":0.320912961625265,"score_spread":0.1847949817510623,"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."}}