{"id":"W1495836675","doi":"10.2118/109617-ms","title":"A New Philosophy of R&amp;D Management: Combining Third-Generation R&amp;D Management With Technology Road Mapping (TRM)","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Technology management; Computer science; Technology development; Engineering management; Milestone; Vision; Road map; Process management; Engineering; Manufacturing engineering; Knowledge management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01415492,0.00065472,0.000495506,0.003833971,0.00308676,0.01254972,0.001899265,0.00290911,0.003148759],"category_scores_gemma":[0.004512739,0.000609316,0.0008593717,0.002554861,0.0205929,0.0133451,0.006447647,0.004797341,0.0011621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008573812,"about_ca_system_score_gemma":0.01151904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002800274,"about_ca_topic_score_gemma":0.002296274,"domain_scores_codex":[0.9862717,0.007889977,0.0004917802,0.001430907,0.003397445,0.0005181096],"domain_scores_gemma":[0.9943873,0.001844768,0.0005150909,0.001191873,0.001403341,0.0006576657],"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":[0.000006130829,0.00003617394,0.0002744411,0.00006749474,0.000009460379,0.00005150119,0.001530487,0.001097067,0.0002668018,0.9669062,0.003560628,0.02619356],"study_design_scores_gemma":[0.00001975115,0.00008023689,0.0005021357,0.0002258254,0.00001651195,0.0002466935,0.001986861,0.008941483,0.0009661918,0.6803191,0.3066498,0.00004547696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01242607,0.004512325,0.6270949,0.05582656,0.0009201974,0.0002197403,0.00007273976,0.0005182539,0.2984093],"genre_scores_gemma":[0.5612034,0.004440703,0.3765059,0.007610171,0.000973359,0.0004851595,0.00006410298,0.0002107217,0.04850649],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01415492,"threshold_uncertainty_score":0.0748592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04283372832287024,"score_gpt":0.260460257551607,"score_spread":0.2176265292287368,"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."}}