{"id":"W2999373399","doi":"10.1002/inst.12274","title":"Towards a Maturity Assessment Scale for the Systems Engineering Assets Valorization to Facilitate Model‐Based Systems Engineering Adoption","year":2019,"lang":"en","type":"article","venue":"Insight","topic":"Technology Assessment and Management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Citation; Maturity (psychological); Scale (ratio); Feature engineering; Computer science; Library science; Art history; History; Artificial intelligence; Cartography; Political science; Geography; Law","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":[0.02589121,0.0009782079,0.0006613762,0.006733553,0.001424301,0.008410627,0.001740747,0.001764917,0.005497296],"category_scores_gemma":[0.07501154,0.0004875054,0.001121625,0.003222418,0.001046778,0.01041402,0.005355985,0.003764026,0.002695074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003278714,"about_ca_system_score_gemma":0.005462444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00315277,"about_ca_topic_score_gemma":0.002885402,"domain_scores_codex":[0.9879204,0.003740038,0.001641982,0.0008144809,0.00533261,0.0005506005],"domain_scores_gemma":[0.9446872,0.0163971,0.005596376,0.004761399,0.02608912,0.002468809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004557696,0.001360571,0.09422414,0.0007894069,0.0002185742,0.0002599226,0.003792598,0.01810583,0.0225528,0.2178894,0.03079002,0.609561],"study_design_scores_gemma":[0.0002062146,0.002116462,0.1779134,0.00234516,0.0003352762,0.0005171318,0.007440556,0.3968723,0.03477443,0.2541332,0.1229066,0.000439294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1201352,0.000663025,0.796768,0.006124943,0.0003400549,0.002068237,0.002029477,0.004665598,0.06720529],"genre_scores_gemma":[0.450834,0.0002899858,0.5416068,0.0003364836,0.00006455361,0.001473429,0.001981719,0.0003112862,0.003101695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02589121,"threshold_uncertainty_score":0.1369275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0191650061686591,"score_gpt":0.2243439276427774,"score_spread":0.2051789214741183,"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."}}