{"id":"W4308459439","doi":"10.2118/210290-pa","title":"Technology Development Framework: Moving from Qualitative toward Quantitative Decision-Making","year":2022,"lang":"en","type":"article","venue":"SPE Journal","topic":"Technology Assessment and Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Computer science; Commercialization; Portfolio; Risk analysis (engineering); Key (lock); Software deployment; Scalability; Process (computing); Set (abstract data type); Data science; Process management; Business; Computer security; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.06210904,0.002039999,0.00116566,0.008148032,0.003035186,0.01492146,0.006224901,0.00334845,0.007037603],"category_scores_gemma":[0.0317005,0.001118678,0.002241845,0.005986493,0.01205684,0.01045466,0.007376142,0.006698322,0.001383706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01541249,"about_ca_system_score_gemma":0.02339232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009041343,"about_ca_topic_score_gemma":0.007172408,"domain_scores_codex":[0.9420559,0.0438306,0.003271925,0.002429355,0.007033226,0.001379065],"domain_scores_gemma":[0.9427057,0.04202778,0.00259162,0.002912828,0.008051381,0.00171078],"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":[0.00002041319,0.0001415484,0.0007639494,0.0009226346,0.00004469341,0.0002139043,0.003324213,0.03073634,0.0006075172,0.9015611,0.004613466,0.05705024],"study_design_scores_gemma":[0.00004048162,0.0001103879,0.0005095143,0.001994057,0.00003113234,0.0001308147,0.005886052,0.07361008,0.001211019,0.8224895,0.09389624,0.00009081633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004796805,0.0008976944,0.944829,0.01786974,0.0002068894,0.00118818,0.0005267413,0.0005723592,0.02911252],"genre_scores_gemma":[0.06104605,0.00078495,0.9339955,0.0005724581,0.00007067158,0.001399485,0.0004201054,0.00008967441,0.00162109],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06210904,"threshold_uncertainty_score":0.3284679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02648316068662651,"score_gpt":0.3380846005871919,"score_spread":0.3116014399005654,"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."}}