{"id":"W2551730906","doi":"10.1016/j.atg.2016.11.001","title":"Uncertainty and innovation: Understanding the role of cell-based manufacturing facilities in shaping regulatory and commercialization environments","year":2016,"lang":"en","type":"article","venue":"Applied & Translational Genomics","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital; McGill University","funders":"University of Alberta","keywords":"Commercialization; Business; Stakeholder; Order (exchange); Process management; Knowledge management; Industrial organization; Marketing; Computer science; Political science; Public relations","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002829421,0.0000713914,0.0001037659,0.0001160638,0.00007477606,0.000006145969,0.00002436256,0.00009096288,0.00001796363],"category_scores_gemma":[0.000002647477,0.00004752706,0.00001292068,0.00008615923,0.0004202758,0.00002936162,0.000009101012,0.00007161116,2.485461e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006868119,"about_ca_system_score_gemma":0.00004943783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006862557,"about_ca_topic_score_gemma":0.00001035201,"domain_scores_codex":[0.9993691,0.00001534869,0.0002386136,0.0001243231,0.0001730428,0.00007959425],"domain_scores_gemma":[0.9997047,0.0001292177,0.00006770391,0.00006578064,0.000009244834,0.00002338221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003407903,0.0000676438,0.007412305,0.0002174688,0.00004207734,4.333598e-7,0.003386219,0.003845774,0.5191284,0.4124295,0.000002581456,0.05312677],"study_design_scores_gemma":[0.009522919,0.0001146421,0.316316,0.0003407885,0.0001153114,0.000006811531,0.004633589,0.02962168,0.1606658,0.4683073,0.009851677,0.0005035046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279237,0.0002341709,0.06729059,0.0034419,0.00001914519,0.0003116042,0.00001982044,0.000007082764,0.0007519852],"genre_scores_gemma":[0.9993175,0.00006276902,0.0003770037,0.0001462993,0.00002444385,0.000005991072,0.00003880376,0.000007181651,0.00001996495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3584627,"threshold_uncertainty_score":0.1938097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03966670878448895,"score_gpt":0.2398722888451219,"score_spread":0.200205580060633,"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."}}