{"id":"W2949395455","doi":"10.5430/ijfr.v10n5p75","title":"A Case Study Analysis of Typhidot: An Example of Market-Oriented R&amp;D Commercialization in Malaysia","year":2019,"lang":"en","type":"article","venue":"International Journal of Financial Research","topic":"Technology Assessment and Management","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Business; Industrial organization; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001513302,0.00006274613,0.0002493581,0.002213435,0.00001261498,0.00001148106,0.0003487717,0.0000567678,0.0002089146],"category_scores_gemma":[0.0001235004,0.00006288206,0.00006910553,0.001121359,0.00003606302,0.0001808966,0.00008342825,0.0002531922,0.000001808933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234134,"about_ca_system_score_gemma":0.00005815985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000911059,"about_ca_topic_score_gemma":0.001733284,"domain_scores_codex":[0.9985287,0.0001101383,0.0004972655,0.00009071363,0.0006451315,0.0001280134],"domain_scores_gemma":[0.9988879,0.0001129482,0.0001338197,0.0001666218,0.0006708137,0.00002788755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004126989,0.001304139,0.9305929,0.00004507806,0.001168196,0.001006575,0.002890898,0.02060286,0.003103485,0.007935582,0.0006359349,0.03030166],"study_design_scores_gemma":[0.001898748,0.0006802068,0.9661826,0.00007670274,0.0001375964,0.00004827865,0.001446284,0.02603247,0.0005626787,0.0003520868,0.002450683,0.0001316093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953154,0.00002752533,0.003652549,0.00003040377,0.0002709277,0.0001664391,0.000007214512,0.000007006683,0.0005225321],"genre_scores_gemma":[0.9993653,0.00003267167,0.000480981,0.000003206799,0.00003321985,0.000004343043,0.000006531837,0.000007366394,0.00006634589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03558976,"threshold_uncertainty_score":0.2564256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07441686009267254,"score_gpt":0.3955486215618531,"score_spread":0.3211317614691805,"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."}}