{"id":"W2584516056","doi":"10.1504/ijttc.2016.10002952","title":"Biotechnologies: market structuring and competitive strategies","year":2016,"lang":"en","type":"article","venue":"International Journal of Technology Transfer and Commercialisation","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Structuring; Value proposition; Biotechnology; Agricultural biotechnology; Agriculture; Competitive advantage; Business; Industrial organization; Marketing; Market analysis; Market share; Economics; 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":[0.0001283524,0.00009657878,0.0001943627,0.0005478987,0.00004525469,0.00001604611,0.0001416202,0.001118776,0.00005726363],"category_scores_gemma":[0.00006685986,0.00006105354,0.00004241513,0.00009368867,0.0005196271,0.000176843,0.00003586362,0.000701451,7.351866e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003175119,"about_ca_system_score_gemma":0.000041603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003588868,"about_ca_topic_score_gemma":0.000005213472,"domain_scores_codex":[0.9993802,0.00001539473,0.0002687397,0.0001117685,0.000128132,0.00009579927],"domain_scores_gemma":[0.9995845,0.00005305454,0.00005964747,0.00007821112,0.0001954276,0.00002917023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006873331,0.00007803588,0.01853342,0.00002153713,0.0005917288,0.0001382539,0.0002195485,3.171571e-7,0.0674381,0.5060604,0.0001929799,0.4060383],"study_design_scores_gemma":[0.01436686,0.002789638,0.2232157,0.002100799,0.0005734553,0.01341196,0.009739982,0.00003131518,0.3886652,0.2837459,0.06070885,0.0006503621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8165874,0.0007953214,0.01718062,0.1641509,0.0002939982,0.00007787989,0.000007962633,0.00008198181,0.0008239149],"genre_scores_gemma":[0.9921811,0.006460772,0.001040044,0.0002318591,0.00005187376,0.000001694868,8.620467e-7,0.000006170843,0.00002567302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.405388,"threshold_uncertainty_score":0.8629025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009257310009988595,"score_gpt":0.2597450915864106,"score_spread":0.250487781576422,"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."}}