{"id":"W2955970551","doi":"","title":"Business Transformation in the British Columbia Forest Industry","year":2019,"lang":"en","type":"article","venue":"BioProducts Business","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Benchmarking; Diversification (marketing strategy); Transformational leadership; Business transformation; Competitive advantage; Industrial organization; Marketing; Business model; Business relationship management; Electronic business; Economics; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009238111,0.000125926,0.0001109009,0.001563373,0.007404633,0.006518737,0.0005887005,0.000704125,0.004019541],"category_scores_gemma":[0.002430303,0.0001264754,0.00008722474,0.002869922,0.003200137,0.001176915,0.001957361,0.00132182,0.0003541065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03935576,"about_ca_system_score_gemma":0.0475338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8571551,"about_ca_topic_score_gemma":0.9383652,"domain_scores_codex":[0.9981868,0.000230308,0.00003437352,0.0001134597,0.0005405819,0.0008944594],"domain_scores_gemma":[0.997311,0.000407934,0.000251483,0.00006699217,0.0009610656,0.001001566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00025905,0.0007630011,0.3663795,0.0002815893,0.00003531578,0.006961236,0.1081242,0.002571992,0.007546135,0.08526619,0.04251347,0.3792982],"study_design_scores_gemma":[0.00001113747,0.00009141626,0.4968047,0.0002607917,0.00001077361,0.0004914174,0.2134819,0.002051548,0.000997265,0.003519546,0.2821967,0.000082887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8720631,0.001278646,0.0005305228,0.007857666,0.00003729548,0.00006211028,0.00008129419,0.00003047111,0.1180589],"genre_scores_gemma":[0.9785462,0.001006128,0.0002706257,0.0007841414,0.000006791036,0.00001205856,0.00007970917,0.000006972119,0.01928738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1428449,"threshold_uncertainty_score":0.2873723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008212156995172472,"score_gpt":0.195882311035775,"score_spread":0.1876701540406025,"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."}}