{"id":"W2159151862","doi":"10.1504/ijeim.2015.068424","title":"Collaborative competitors in a fast-changing technology environment: open innovation in environmental technology development in the oil and gas industry","year":2015,"lang":"en","type":"article","venue":"International Journal of Entrepreneurship and Innovation Management","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Competitor analysis; Open innovation; Business; Resource (disambiguation); Software deployment; Industrial organization; Bridging (networking); Conceptual model; Petroleum industry; Technology roadmap; Marketing; Knowledge management; Computer science; Engineering","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":[0.003329641,0.000242044,0.0002940777,0.001678872,0.009241587,0.01064518,0.001199615,0.003698844,0.005186681],"category_scores_gemma":[0.007829875,0.000218042,0.0004516188,0.001755426,0.01071255,0.007754374,0.005804186,0.001577474,0.000350954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01541728,"about_ca_system_score_gemma":0.01535002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1574066,"about_ca_topic_score_gemma":0.223082,"domain_scores_codex":[0.9959346,0.001493751,0.00009629462,0.0003451045,0.000890598,0.001239715],"domain_scores_gemma":[0.9929956,0.003573045,0.001085738,0.000292913,0.0008579586,0.001194752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001314525,0.0003944261,0.06596325,0.0002882603,0.00003942713,0.005518005,0.12694,0.005327894,0.00135019,0.7372284,0.002989762,0.05382889],"study_design_scores_gemma":[0.0001289581,0.0003341747,0.0783689,0.0005754363,0.0001623993,0.00223054,0.5157136,0.02567375,0.001723676,0.2635907,0.1113276,0.0001701997],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7894644,0.0009668065,0.008339549,0.007209461,0.00003771001,0.0001309255,0.0000272147,0.00002579848,0.1937981],"genre_scores_gemma":[0.9968947,0.0001719709,0.0005468293,0.00009183805,0.000004112897,0.00001175052,0.000006406082,0.000002657739,0.002269658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1574066,"threshold_uncertainty_score":0.3129807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130996600870917,"score_gpt":0.2527520305743006,"score_spread":0.2314420645655915,"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."}}