{"id":"W4229958772","doi":"10.32920/14638173.v1","title":"Linking human factors to corporate strategy with cognitive mapping techniques","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cognitive map; Cognition; Process management; Knowledge management; Strategic planning; Computer science; Business; Strategy map; Marketing; Psychology","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":[0.004589505,0.001283786,0.0004530346,0.005926823,0.0009851491,0.004226577,0.001064733,0.0008972539,0.00610147],"category_scores_gemma":[0.02305756,0.0004378623,0.001110089,0.004878724,0.002672256,0.005326235,0.002860877,0.001703708,0.0005086108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149061,"about_ca_system_score_gemma":0.001670136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003812496,"about_ca_topic_score_gemma":0.002516721,"domain_scores_codex":[0.9969977,0.001973833,0.0001378648,0.0003001129,0.0004754962,0.0001149506],"domain_scores_gemma":[0.9837217,0.01364125,0.0006871945,0.001049281,0.000743236,0.0001573856],"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":[0.00009884539,0.0004065468,0.009335359,0.0008333148,0.0003722653,0.0004505536,0.01125042,0.03838947,0.00273727,0.4031646,0.002379208,0.5305821],"study_design_scores_gemma":[0.00006203467,0.0002030469,0.008483483,0.0003613245,0.0001289182,0.0003549782,0.006416824,0.1201232,0.003735941,0.8357668,0.02425578,0.0001076485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0257696,0.0005325259,0.9528163,0.0008652618,0.00006924715,0.0002280892,0.00008862305,0.0003551664,0.01927524],"genre_scores_gemma":[0.3931216,0.0009649263,0.6030152,0.0001188801,0.00004946737,0.0005487979,0.0001288653,0.00008196149,0.001970256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00610147,"threshold_uncertainty_score":0.02427191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072778115893937,"score_gpt":0.304949293615664,"score_spread":0.1976714820262703,"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."}}