{"id":"W4289255154","doi":"10.2139/ssrn.2480547","title":"Technological Competition and Strategic Alliances","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Wilfrid Laurier University; University of British Columbia","funders":"","keywords":"Competition (biology); Industrial organization; Business; Economic geography; International trade; Economics; Ecology; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.001010777,0.0000985962,0.00009853997,0.0001246681,0.0001534816,0.0002364939,0.0001164761,0.00007749909,0.00002345612],"category_scores_gemma":[0.0000360379,0.00007819832,0.00001901495,0.0003520615,0.000110584,0.0009008148,0.00002985532,0.0006779295,0.00006313373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009307302,"about_ca_system_score_gemma":0.000219092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003476631,"about_ca_topic_score_gemma":0.0001157473,"domain_scores_codex":[0.9988698,0.000007119127,0.0001613451,0.0001211317,0.0001526386,0.0006879732],"domain_scores_gemma":[0.9996061,0.000005279309,0.0001389967,0.00005666958,0.0001842713,0.000008735748],"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":[0.00002221399,0.00002337488,0.002050768,0.000006649467,0.00001144338,0.000002237898,0.000002068906,0.00001588981,0.0001117995,0.9928217,0.00004124074,0.004890638],"study_design_scores_gemma":[0.0004420458,0.00003637571,0.0008518398,0.00001464752,0.00001400129,0.0001025454,0.001647956,0.000586692,0.000009426574,0.9907522,0.005423048,0.0001192855],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950138,0.001619486,0.005740251,0.006338262,0.0002701303,0.0001078833,2.839689e-7,0.0001555877,0.03563016],"genre_scores_gemma":[0.9986043,0.000340774,0.00005126381,0.000286194,0.000577689,0.000002577317,0.000007612564,0.000007841425,0.0001217273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04846637,"threshold_uncertainty_score":0.3188835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03471852108289403,"score_gpt":0.2364037446309089,"score_spread":0.2016852235480149,"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."}}