{"id":"W4403903505","doi":"10.1007/978-3-031-64957-8_9","title":"Lab-to-Market Product Innovation: Implications of Using a Translational Research &amp; Development Model and Methodology","year":2024,"lang":"en","type":"book-chapter","venue":"EAI/Springer Innovations in Communication and Computing","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; University Canada West","funders":"","keywords":"New product development; Product (mathematics); Product innovation; Business; Industrial organization; Marketing; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004976439,0.0003173728,0.0004164907,0.004375746,0.0005762417,0.0002577878,0.0004771065,0.0001796991,0.0000647919],"category_scores_gemma":[0.0002971816,0.0003658054,0.00003314454,0.002838565,0.0002363601,0.0002731526,0.00132402,0.0008192225,0.00003245781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001310993,"about_ca_system_score_gemma":0.0001921714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002944214,"about_ca_topic_score_gemma":0.0002221168,"domain_scores_codex":[0.9972073,0.00004909617,0.001452019,0.000617506,0.0003808415,0.0002932244],"domain_scores_gemma":[0.9962638,0.0002848556,0.0004938032,0.0007630009,0.002180059,0.00001449246],"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":[0.00001239925,0.0000428268,0.0006448106,0.0003885399,0.00005666283,2.607858e-7,0.0006542555,0.0004395431,0.000215897,0.9772077,0.001021258,0.01931583],"study_design_scores_gemma":[0.0005781415,0.000008019664,0.005336111,0.001591757,0.00007210844,0.000007297915,0.0003512899,0.05411966,0.00002648536,0.4778323,0.4592052,0.0008716546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01165494,0.0008964507,0.02341797,0.007603247,0.000222458,0.001370536,0.00001126451,0.0001517979,0.9546713],"genre_scores_gemma":[0.6787761,0.00008470102,0.264501,0.001851221,0.0004947395,0.0001221313,0.0004427971,0.0001547237,0.05357262],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9010987,"threshold_uncertainty_score":0.9998794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3804595675489023,"score_gpt":0.413902873146699,"score_spread":0.03344330559779674,"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."}}